{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e5ef0047",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "77df45f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>...</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d4220742abc67c8c66070057dda5d09e\",\"...</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>12587363.0</td>\n",
       "      <td>603b342d5acef567b702eac007u.jpg</td>\n",
       "      <td>广州市拓植文化传播有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12587363/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>8c27dae32e9b17a9ac365a663ca833da</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/lptjob/36944041</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"da8cc60122dd16261d76b074084784e4\",\"...</td>\n",
       "      <td>家政服务</td>\n",
       "      <td>12565395.0</td>\n",
       "      <td>612d9c1b3d9300348516339803u.jpg</td>\n",
       "      <td>慢会所</td>\n",
       "      <td>https://www.liepin.com/company/12565395/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>3f635980fd134cdacb203885796dc433</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/lptjob/42741455</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"831c925dea3fb8a6090b6ac457f5ea52\",\"...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>8476411.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州市学晟惠信息科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8476411/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>fdd08052cb5eb4b3448d0695f9e5436a</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/lptjob/58332313</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d7e40bf2c6c9f9cc1ace31e5dccd07e9\",\"...</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>13513523.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州花林知行研学旅行服务有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13513523/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>315f2e2357f8b2a9cd120ce14494f73d</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/lptjob/57929205</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"e9ae0c6d35b77d020104d2aba3164681\",\"...</td>\n",
       "      <td>生活服务O2O</td>\n",
       "      <td>8854855.0</td>\n",
       "      <td>59bb74a770328eecdbaf843704a.png</td>\n",
       "      <td>蜂助手股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8854855/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>f9981e992d8231169f90a7bcfdb96d0e</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营（应届生或实习生）</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/lptjob/56775649</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"userId\":\"113f650d99b2f...</td>\n",
       "      <td>日化</td>\n",
       "      <td>1998001.0</td>\n",
       "      <td>5c6a4ab5509919c4f5f533a302u.png</td>\n",
       "      <td>立白集团</td>\n",
       "      <td>https://www.liepin.com/company/1998001/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>f0f95114bc85316bbefa578784e31c32</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营（有丛气）</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1956588071.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"董女士\",\"userId\":\"a6bdeb2e6f03d...</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d145a0c18f71c2b0063dfc1b00f6daab</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营专员</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45719301.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"宋女士\",\"userId\":\"9f229bd577e8d...</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>9e6539b6024d733f9f90a7bcfdb96d0e</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营岗</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45725809.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"userId\":\"cab5da268eb2e...</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内智能硬件公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>b2e04f81dcc7c0be5ad960e36627eac9</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45439065.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"余先生\",\"userId\":\"9596dfe683c47...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州计算机软件公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>3df7086d47038591c6ad1568e455f51a</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营（公众号、Facebook、titok）</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45449227.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科及以上</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1             1  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2             2  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3             3  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4             4  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..          ...                                                ...   \n",
       "795          35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "796          36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "797          37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "798          38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "799          39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                                            dataParams comp.compIndustry  \\\n",
       "0    {\"userId\":\"d4220742abc67c8c66070057dda5d09e\",\"...             批发/零售   \n",
       "1    {\"userId\":\"da8cc60122dd16261d76b074084784e4\",\"...              家政服务   \n",
       "2    {\"userId\":\"831c925dea3fb8a6090b6ac457f5ea52\",\"...               互联网   \n",
       "3    {\"userId\":\"d7e40bf2c6c9f9cc1ace31e5dccd07e9\",\"...           其他商务服务业   \n",
       "4    {\"userId\":\"e9ae0c6d35b77d020104d2aba3164681\",\"...           生活服务O2O   \n",
       "..                                                 ...               ...   \n",
       "795  {\"recruiterName\":\"李女士\",\"userId\":\"113f650d99b2f...                日化   \n",
       "796  {\"recruiterName\":\"董女士\",\"userId\":\"a6bdeb2e6f03d...           房地产开发经营   \n",
       "797  {\"recruiterName\":\"宋女士\",\"userId\":\"9f229bd577e8d...          货运/物流/仓储   \n",
       "798  {\"recruiterName\":\"唐女士\",\"userId\":\"cab5da268eb2e...              智能硬件   \n",
       "799  {\"recruiterName\":\"余先生\",\"userId\":\"9596dfe683c47...             计算机软件   \n",
       "\n",
       "     comp.compId                    comp.compLogo     comp.compName  \\\n",
       "0     12587363.0  603b342d5acef567b702eac007u.jpg     广州市拓植文化传播有限公司   \n",
       "1     12565395.0  612d9c1b3d9300348516339803u.jpg               慢会所   \n",
       "2      8476411.0  61b07937d0458d53c627567e02u.jpg    广州市学晟惠信息科技有限公司   \n",
       "3     13513523.0  61b07937d0458d53c627567e02u.jpg  广州花林知行研学旅行服务有限公司   \n",
       "4      8854855.0  59bb74a770328eecdbaf843704a.png         蜂助手股份有限公司   \n",
       "..           ...                              ...               ...   \n",
       "795    1998001.0  5c6a4ab5509919c4f5f533a302u.png              立白集团   \n",
       "796          NaN  60e2fe0bf3df194a3c48adb502u.png             某知名公司   \n",
       "797          NaN  60e2fe0bf3df194a3c48adb502u.png   某广州大型货运/物流/仓储公司   \n",
       "798          NaN  60e2fe0bf3df194a3c48adb502u.png         某国内智能硬件公司   \n",
       "799          NaN  60e2fe0bf3df194a3c48adb502u.png        某广州计算机软件公司   \n",
       "\n",
       "                                    comp.link comp.compScale  \\\n",
       "0    https://www.liepin.com/company/12587363/          1-49人   \n",
       "1    https://www.liepin.com/company/12565395/          1-49人   \n",
       "2     https://www.liepin.com/company/8476411/          1-49人   \n",
       "3    https://www.liepin.com/company/13513523/          1-49人   \n",
       "4     https://www.liepin.com/company/8854855/       100-499人   \n",
       "..                                        ...            ...   \n",
       "795   https://www.liepin.com/company/1998001/       10000人以上   \n",
       "796                                       NaN            NaN   \n",
       "797                                       NaN       10000人以上   \n",
       "798                                       NaN         50-99人   \n",
       "799                                       NaN       100-499人   \n",
       "\n",
       "                       recruiter.imId  ...  job.topJob  \\\n",
       "0    8c27dae32e9b17a9ac365a663ca833da  ...       False   \n",
       "1    3f635980fd134cdacb203885796dc433  ...       False   \n",
       "2    fdd08052cb5eb4b3448d0695f9e5436a  ...       False   \n",
       "3    315f2e2357f8b2a9cd120ce14494f73d  ...       False   \n",
       "4    f9981e992d8231169f90a7bcfdb96d0e  ...       False   \n",
       "..                                ...  ...         ...   \n",
       "795  f0f95114bc85316bbefa578784e31c32  ...       False   \n",
       "796  d145a0c18f71c2b0063dfc1b00f6daab  ...       False   \n",
       "797  9e6539b6024d733f9f90a7bcfdb96d0e  ...       False   \n",
       "798  b2e04f81dcc7c0be5ad960e36627eac9  ...       False   \n",
       "799  3df7086d47038591c6ad1568e455f51a  ...       False   \n",
       "\n",
       "                     job.title job.pcOuterLink  job.h5OuterLink  \\\n",
       "0                     新媒体运营实习生             NaN              NaN   \n",
       "1                     新媒体运营实习生             NaN              NaN   \n",
       "2                     新媒体运营实习生             NaN              NaN   \n",
       "3                        新媒体运营             NaN              NaN   \n",
       "4               新媒体运营（应届生或实习生）             NaN              NaN   \n",
       "..                         ...             ...              ...   \n",
       "795                 新媒体运营（有丛气）             NaN              NaN   \n",
       "796                    新媒体运营专员             NaN              NaN   \n",
       "797                     新媒体运营岗             NaN              NaN   \n",
       "798                      新媒体运营             NaN              NaN   \n",
       "799  新媒体运营（公众号、Facebook、titok）             NaN              NaN   \n",
       "\n",
       "                                        job.link job.campusJobKind  \\\n",
       "0         https://www.liepin.com/lptjob/36944041                应届   \n",
       "1         https://www.liepin.com/lptjob/42741455                应届   \n",
       "2         https://www.liepin.com/lptjob/58332313                应届   \n",
       "3         https://www.liepin.com/lptjob/57929205                应届   \n",
       "4         https://www.liepin.com/lptjob/56775649                应届   \n",
       "..                                           ...               ...   \n",
       "795  https://www.liepin.com/job/1956588071.shtml               NaN   \n",
       "796      https://www.liepin.com/a/45719301.shtml               NaN   \n",
       "797      https://www.liepin.com/a/45725809.shtml               NaN   \n",
       "798      https://www.liepin.com/a/45439065.shtml               NaN   \n",
       "799      https://www.liepin.com/a/45449227.shtml               NaN   \n",
       "\n",
       "                                        job.dataPromId comp.compStage  \\\n",
       "0    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...            NaN   \n",
       "1    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...            NaN   \n",
       "2    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          融资未公开   \n",
       "3    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...            NaN   \n",
       "4    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          融资未公开   \n",
       "..                                                 ...            ...   \n",
       "795  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...            NaN   \n",
       "796  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...            NaN   \n",
       "797  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...            已上市   \n",
       "798  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...             A轮   \n",
       "799  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...          不需要融资   \n",
       "\n",
       "    job.requireWorkYears  job.requireEduLevel  \n",
       "0                    NaN                  NaN  \n",
       "1                    NaN                  NaN  \n",
       "2                    NaN                  NaN  \n",
       "3                    NaN                  NaN  \n",
       "4                    NaN                  NaN  \n",
       "..                   ...                  ...  \n",
       "795                 1-3年                   大专  \n",
       "796                 1-3年                大专及以上  \n",
       "797                 3-5年                 统招本科  \n",
       "798                 1-3年                 统招本科  \n",
       "799                 1-3年                本科及以上  \n",
       "\n",
       "[800 rows x 33 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('week12/liepin_PM_0516.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3a06027b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 800 entries, 0 to 799\n",
      "Data columns (total 33 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                800 non-null    int64  \n",
      " 1   dataInfo                  800 non-null    object \n",
      " 2   dataParams                800 non-null    object \n",
      " 3   comp.compIndustry         769 non-null    object \n",
      " 4   comp.compId               773 non-null    float64\n",
      " 5   comp.compLogo             800 non-null    object \n",
      " 6   comp.compName             800 non-null    object \n",
      " 7   comp.link                 772 non-null    object \n",
      " 8   comp.compScale            753 non-null    object \n",
      " 9   recruiter.imId            799 non-null    object \n",
      " 10  recruiter.imUserType      799 non-null    float64\n",
      " 11  recruiter.recruiterName   800 non-null    object \n",
      " 12  recruiter.recruiterTitle  738 non-null    object \n",
      " 13  recruiter.chatted         800 non-null    bool   \n",
      " 14  recruiter.recruiterId     799 non-null    object \n",
      " 15  recruiter.recruiterPhoto  800 non-null    object \n",
      " 16  job.labels                800 non-null    object \n",
      " 17  job.salary                800 non-null    object \n",
      " 18  job.dq                    800 non-null    object \n",
      " 19  job.jobId                 800 non-null    int64  \n",
      " 20  job.advViewFlag           800 non-null    bool   \n",
      " 21  job.jobKind               800 non-null    int64  \n",
      " 22  job.refreshTime           800 non-null    int64  \n",
      " 23  job.topJob                800 non-null    bool   \n",
      " 24  job.title                 800 non-null    object \n",
      " 25  job.pcOuterLink           0 non-null      float64\n",
      " 26  job.h5OuterLink           0 non-null      float64\n",
      " 27  job.link                  800 non-null    object \n",
      " 28  job.campusJobKind         104 non-null    object \n",
      " 29  job.dataPromId            800 non-null    object \n",
      " 30  comp.compStage            274 non-null    object \n",
      " 31  job.requireWorkYears      695 non-null    object \n",
      " 32  job.requireEduLevel       695 non-null    object \n",
      "dtypes: bool(3), float64(4), int64(4), object(22)\n",
      "memory usage: 190.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c5ca3f6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>job.labels</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>3-5k</td>\n",
       "      <td>广州</td>\n",
       "      <td>广州市拓植文化传播有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>['大专', '新媒体运营', '微信公众号', '新媒体平台', '微博平台', '快手平...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>4-7k</td>\n",
       "      <td>广州</td>\n",
       "      <td>慢会所</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>['本科', '新媒体运营']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>新媒体运营实习生</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>广州市学晟惠信息科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>['本科', '微信公众号', '新媒体运营', '社群运营', '新闻类', '生活类',...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>2-4k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>广州花林知行研学旅行服务有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>['大专']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>新媒体运营（应届生或实习生）</td>\n",
       "      <td>7-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>蜂助手股份有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>['本科']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>新媒体运营（有丛气）</td>\n",
       "      <td>9-15k·13薪</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>立白集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>['自媒体运营', '新媒体运营', '自媒体平台', '抖音平台']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>新媒体运营专员</td>\n",
       "      <td>8-13k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['内容运营', '新媒体运营', '短视频运营', '粉丝运营', '服装/纺织/皮革',...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>新媒体运营岗</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>['新媒体运营', '小红书平台', '短视频运营', 'to C', '线上运营', '抖...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>15-23k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>某国内智能硬件公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>['新媒体运营', '活动运营', '线上运营', '抖音平台']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>新媒体运营（公众号、Facebook、titok）</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>某广州计算机软件公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>['新媒体平台', '微信公众号', '英语', '线上运营', 'Facebook平台']</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     job.title  job.salary  job.dq     comp.compName  \\\n",
       "0                     新媒体运营实习生        3-5k      广州     广州市拓植文化传播有限公司   \n",
       "1                     新媒体运营实习生        4-7k      广州               慢会所   \n",
       "2                     新媒体运营实习生        5-8k  广州-番禺区    广州市学晟惠信息科技有限公司   \n",
       "3                        新媒体运营        2-4k  广州-海珠区  广州花林知行研学旅行服务有限公司   \n",
       "4               新媒体运营（应届生或实习生）       7-10k  广州-天河区         蜂助手股份有限公司   \n",
       "..                         ...         ...     ...               ...   \n",
       "795                 新媒体运营（有丛气）   9-15k·13薪  广州-荔湾区              立白集团   \n",
       "796                    新媒体运营专员   8-13k·13薪      广州             某知名公司   \n",
       "797                     新媒体运营岗      20-35k  广州-白云区   某广州大型货运/物流/仓储公司   \n",
       "798                      新媒体运营  15-23k·14薪  广州-海珠区         某国内智能硬件公司   \n",
       "799  新媒体运营（公众号、Facebook、titok）      10-15k      广州        某广州计算机软件公司   \n",
       "\n",
       "    comp.compScale                                         job.labels  \n",
       "0            1-49人  ['大专', '新媒体运营', '微信公众号', '新媒体平台', '微博平台', '快手平...  \n",
       "1            1-49人                                    ['本科', '新媒体运营']  \n",
       "2            1-49人  ['本科', '微信公众号', '新媒体运营', '社群运营', '新闻类', '生活类',...  \n",
       "3            1-49人                                             ['大专']  \n",
       "4         100-499人                                             ['本科']  \n",
       "..             ...                                                ...  \n",
       "795       10000人以上                ['自媒体运营', '新媒体运营', '自媒体平台', '抖音平台']  \n",
       "796            NaN  ['内容运营', '新媒体运营', '短视频运营', '粉丝运营', '服装/纺织/皮革',...  \n",
       "797       10000人以上  ['新媒体运营', '小红书平台', '短视频运营', 'to C', '线上运营', '抖...  \n",
       "798         50-99人                  ['新媒体运营', '活动运营', '线上运营', '抖音平台']  \n",
       "799       100-499人     ['新媒体平台', '微信公众号', '英语', '线上运营', 'Facebook平台']  \n",
       "\n",
       "[800 rows x 6 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx=  df[['job.title','job.salary','job.dq','comp.compName','comp.compScale','job.labels']]\n",
    "df_PM_sx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "995549c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        243\n",
       "广州-天河区    137\n",
       "广州-白云区     98\n",
       "广州-海珠区     90\n",
       "广州-番禺区     81\n",
       "广州-越秀区     42\n",
       "广州-黄埔区     37\n",
       "广州-荔湾区     20\n",
       "广州-花都区     20\n",
       "广州-增城区     17\n",
       "广州-南沙区     13\n",
       "广州-从化区      2\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "dc7ace7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '白云区', '海珠区', '番禺区', '越秀区', '黄埔区', '荔湾区', '花都区', '增城区', '南沙区', '从化区']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_sx['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bf0037d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[137, 98, 90, 81, 42, 37, 20, 20, 17, 13, 2]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_sx['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "320ad4e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"ae388dbb7e554fea8acda9663fadb50d\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_ae388dbb7e554fea8acda9663fadb50d = echarts.init(\n",
       "                    document.getElementById('ae388dbb7e554fea8acda9663fadb50d'), 'white', {renderer: 'canvas'});\n",
       "                var option_ae388dbb7e554fea8acda9663fadb50d = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u65b0\\u5a92\\u4f53\\u8fd0\\u8425\\u2014map\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 137\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 98\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 90\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 81\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 42\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 37\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8354\\u6e7e\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82b1\\u90fd\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u589e\\u57ce\\u533a\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ece\\u5316\\u533a\",\n",
       "                    \"value\": 2\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u65b0\\u5a92\\u4f53\\u8fd0\\u8425\\u2014map\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_ae388dbb7e554fea8acda9663fadb50d.setOption(option_ae388dbb7e554fea8acda9663fadb50d);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x240d5323cd0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"新媒体运营—map\", [list(z) for z in zip(广州地区, 广州_岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "41a38bb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['大专', '新媒体运营', '微信公众号', '新媒体平台', '微博平台', '快手平台', '抖音平台', '自媒体平台']\",\n",
       "       \"['本科', '新媒体运营']\",\n",
       "       \"['本科', '微信公众号', '新媒体运营', '社群运营', '新闻类', '生活类', '娱乐类', '线上运营', '微信平台']\",\n",
       "       \"['大专']\", \"['本科']\", \"['本科', '内容运营']\", \"['大专', '新媒体运营', '平台运营']\",\n",
       "       \"['大专']\", \"['本科', '线上运营', 'to C', 'to B', '微信公众号', '小红书平台']\",\n",
       "       \"['学历不限']\",\n",
       "       \"['3个月', '提供转正', '大专', '新媒体运营', '自媒体平台', '内容运营', '抖音平台', '快手平台', '今日头条平台', '小红书平台', '知乎平台', 'B站平台', '微信公众号']\",\n",
       "       \"['2个月', '本科', '新媒体运营', '内容运营', '短视频运营', '文学类', '线上运营', '抖音平台', '小红书平台']\",\n",
       "       \"['3个月', '本科', '视频类', '新媒体运营', '微信公众号']\",\n",
       "       \"['3个月', '提供转正', '大专', '新媒体运营', '电子商务', '市场营销']\",\n",
       "       \"['3个月', '本科', '新媒体运营']\", \"['大专', '新媒体运营', '内容运营', '新媒体平台']\",\n",
       "       \"['学历不限', '新媒体运营', '平台运营', '活动策划', '线下运营', '线上运营']\",\n",
       "       \"['6个月', '提供转正', '大专', '新媒体运营', '内容运营', '短视频运营']\",\n",
       "       \"['6个月', '提供转正', '大专', '新媒体运营', '内容运营', '短视频运营']\",\n",
       "       \"['6个月', '大专', '小红书平台', '抖音平台', '内容运营', '网站运营', '专业服务', '生活类', '时尚类', '电商运营', '平台运营', '网络推广']\",\n",
       "       \"['2个月', '提供转正', '本科', '新媒体运营', '留学教育', '小红书平台', '微信平台', '知乎平台', '国际类', '教育培训']\",\n",
       "       \"['3个月', '提供转正', '本科', '新媒体平台', '内容运营', '新媒体运营', '消费品', '广告/传媒/文化', '线上运营']\",\n",
       "       \"['3个月', '大专', '品牌运营', '内容运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['3个月', '本科', '新媒体运营', '线上运营', '天猫平台']\",\n",
       "       \"['11个月', '大专', '自媒体运营', '内容运营', '新媒体运营', '短视频运营', '微信公众号', '小红书平台', '活动运营']\",\n",
       "       \"['3个月', '提供转正', '本科', '新媒体运营', '文学类', '生活类', '新闻类', '微信公众号', '线上运营', '线下运营', '广告/传媒/文化', '旅游业', '政府/社会服务']\",\n",
       "       \"['3个月', '本科', '新媒体平台', '自媒体平台']\", \"['提供转正', '大专']\",\n",
       "       \"['学历不限', '教育培训', '渠道销售']\", \"['3个月', '本科']\",\n",
       "       \"['本科', '新闻类', '微信公众号']\", '[]',\n",
       "       \"['新媒体运营', '用户运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['短视频运营', '平台运营', '新媒体运营', '自媒体运营', '视频类', '微信公众号']\",\n",
       "       \"['新媒体运营', '市场运营', '活动运营', '内容运营', '教育培训', '线上运营', '线下运营', '微信公众号', '抖音平台', '小红书平台']\",\n",
       "       \"['新媒体运营', '广告投放/流量运营', '娱乐类']\", \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '广告投放/流量运营', '娱乐类']\", \"['新媒体运营', '广告投放/流量运营']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '自媒体运营', '文案策划', '短视频拍摄', '视频剪辑', '私域运营', '微信公众号', '项目管理', 'PS', '创意设计']\",\n",
       "       \"['文案', '营销策划', '新媒体运营']\",\n",
       "       \"['新媒体运营', '社群运营', '广告/传媒/文化', '美食类', '摄影类', '小红书平台', '微信平台', '微信公众号', 'B站平台', '教育培训']\",\n",
       "       \"['内容运营', '数据分析', '活动策划', '粉丝运营', '新媒体运营', '微信公众号', '网络推广', '社群运营', '广告/传媒/文化', '旅游业']\",\n",
       "       \"['内容运营', '数据分析', '新媒体运营', '产品运营', '用户运营', '社群运营', '平台运营', '社区运营', '策略运营', '专业服务']\",\n",
       "       \"['微信公众号', '新媒体运营', '活动策划']\",\n",
       "       \"['内容运营', '线上运营', '小红书平台', '抖音平台', '微信公众号']\",\n",
       "       \"['新媒体运营', '短视频运营', '短视频拍摄', '视觉传达', '空间设计', '新媒体平台', '3C数码']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营']\", \"['新媒体运营', '平台运营', '短视频运营', '内容运营']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['文案', '社群运营', '教育新媒体', '新媒体运营', '市场策划', '营销策划']\",\n",
       "       \"['软文', '新媒体运营']\", \"['软文', '新媒体运营']\", \"['文案', '新媒体运营']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['新媒体', '微信公众号', '线上运营', '微博平台', '小红书平台', '新闻类', '生活类', '美食类', '广告/传媒/文化', '旅游业']\",\n",
       "       \"['新媒体运营', '渠道推广', '内容运营', '教育培训', '广告/传媒/文化', '娱乐类', '微博平台', '小红书平台', '抖音平台', 'B站平台']\",\n",
       "       \"['消费品', '金融业', '线上运营', 'to C', '用户运营', '直播运营', '内容运营', '新媒体运营', '汽车行业', '抖音平台']\",\n",
       "       \"['视频类', '社群运营', '新媒体运营', '汉语']\",\n",
       "       \"['网络营销', '市场推广', '新媒体运营', '渠道运营', '社群运营']\", \"['文案', '新媒体运营']\",\n",
       "       \"['新媒体运营', '自媒体运营', '社交网站', '时政类', '网络广告', '社区/社群运营', '社交平台']\",\n",
       "       \"['IT/互联网/软件', '新媒体运营']\",\n",
       "       \"['文案', '软文', '电商新媒体', '视频新媒体', '新媒体运营']\",\n",
       "       \"['网络营销', '营销策划', '社群运营', '内容运营', '新媒体运营', '文案', '市场策划', '渠道运营']\",\n",
       "       \"['文案']\", \"['新媒体运营', '直播运营', '短视频运营', '财经资讯']\",\n",
       "       \"['新媒体运营', '服装', '直播']\", \"['文案']\", \"['网络营销', '营销策划']\", \"['文案']\",\n",
       "       \"['内容运营', '新媒体运营']\", \"['新媒体运营']\", \"['文员', '新媒体运营', 'PS', 'UE4']\",\n",
       "       \"['粉丝运营', '抖音平台']\",\n",
       "       \"['自媒体平台', '抖音平台', '新媒体运营', '内容运营', '线上运营', 'to C', '微信平台']\",\n",
       "       \"['抖音平台', '内容运营', '自媒体运营', '新媒体运营', '消费品', '时尚类', '线上运营', 'to C']\",\n",
       "       \"['内容运营', '新媒体运营', '自媒体运营', '粉丝运营', '网络推广', '线上运营', '微博平台', '微信公众号', '今日头条平台', '快手平台']\",\n",
       "       \"['网络推广', '新媒体运营', '社群运营', '平台运营', '内容运营']\",\n",
       "       \"['抖音平台', '微信公众号', '新媒体运营', '网络推广', '微博平台', '小红书平台', '快手平台']\",\n",
       "       \"['教师课程', '设计课程', '线上教育']\", \"['网络销售', '展厅销售\\\\t', '不出差', '新能源汽车']\",\n",
       "       \"['新媒体平台', '自媒体平台']\", '[]', \"['小红书平台', '大众点评种草', '微博推广种草']\",\n",
       "       \"['短视频运营', '内容运营', '渠道运营', '平台运营', '抖音平台']\",\n",
       "       \"['内容运营', '新媒体运营', '自媒体运营', 'ip运营', '医生科普', '爆款', '涨粉', '护肤']\",\n",
       "       '[]',\n",
       "       \"['千川平台', '抖音平台', '巨量引擎平台', '电商运营', '新媒体运营', '建筑业', '房产类', '线上运营', '渠道运营', '平台运营']\",\n",
       "       \"['用户运营', '新媒体运营', '线上运营', 'to C']\",\n",
       "       \"['活动策划', '内容运营', '策略运营', '短视频运营', '新媒体运营', '粉丝运营', '社群运营', '用户运营', '品牌运营']\",\n",
       "       \"['内容运营', '新媒体平台', '抖音平台', '微信公众号']\",\n",
       "       \"['自媒体运营', '新媒体运营', '自媒体平台', '广告/传媒/文化', '文学类', '线上运营', '微信平台']\",\n",
       "       \"['新媒体运营', '广告投放/流量运营', '网络推广', 'IT/互联网/软件', '家装类', '线上运营', 'to B', '抖音平台', '淘宝平台', '百度平台']\",\n",
       "       \"['IT/互联网/软件']\", '[]', '[]',\n",
       "       \"['平台运营', '线上运营', 'to B', '小红书平台', '抖音平台', 'IT/互联网/软件', '广告/传媒/文化', '生活类']\",\n",
       "       \"['新媒体运营']\", \"['产品运营', '微信公众号']\", \"['抖音平台', '快手平台', '微博平台']\",\n",
       "       \"['新媒体运营', '短视频运营', '摄影类']\", \"['短视频运营']\",\n",
       "       \"['视频类', '教育培训', 'IT/互联网/软件', '微博平台', '抖音平台']\", \"['粉丝运营']\",\n",
       "       \"['内容运营', '抖音平台', '小红书平台', '用户运营', '新媒体运营', '粉丝运营', '美食类', '教育培训', '短视频运营', '搞笑类']\",\n",
       "       \"['抖音平台', '小红书平台', '微博平台', '新媒体平台', '自媒体平台']\",\n",
       "       \"['内容运营', '微信公众号', '短视频运营', '社群运营', '小红书平台', '抖音平台', '微信平台']\",\n",
       "       '[]',\n",
       "       \"['内容运营', '活动运营', '用户运营', '新媒体运营', '自媒体运营', '专业服务', '线上运营', '微信公众号', '抖音平台', '小红书平台']\",\n",
       "       \"['文案', '内容运营', '新媒体运营', '基金', '金融', '银行']\", \"['自媒体运营', '自媒体平台']\",\n",
       "       \"['新媒体平台', '用户运营']\", \"['内容运营']\",\n",
       "       \"['自媒体运营', '制造业', '抖音平台', '快手平台', '小红书平台']\",\n",
       "       \"['内容运营', '新媒体运营', '产品运营', '网站运营', '短视频运营', '网络推广', '专业服务', '线上运营', '小红书平台', '抖音平台']\",\n",
       "       \"['新媒体运营', '内容运营', '社群运营', '渠道运营', '时尚新媒体']\",\n",
       "       \"['新媒体运营', '推广引流', '用户运营', '信息流投放', '直播助理', '直播运营', '运营专员', '网络推广']\",\n",
       "       \"['营销策划', '市场推广', '市场策划', '新媒体运营', '内容运营', '渠道运营', '广告创意', '文案', '社群运营']\",\n",
       "       \"['文案']\", \"['新媒体', '内容运营', '网络推广', '生活类', '情感类', '线上运营', 'to C']\",\n",
       "       \"['活动运营', '新闻类', '网络推广', '新媒体平台']\", \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '自媒体运营', '美食类', '线上运营', '抖音平台', '小红书平台', '微信公众号']\",\n",
       "       \"['文案', '新媒体运营', '渠道运营']\", '[]', \"['文案', '新媒体运营']\",\n",
       "       \"['平台运营', '传媒行业', '新媒体运营', '音乐类', '娱乐类', '微博平台']\",\n",
       "       \"['文案', '网络营销', '营销策划', '文字编辑', '市场推广']\",\n",
       "       \"['新闻类', '新媒体运营', '时尚类', '线上运营', '小红书平台', '抖音平台', 'B站平台', '微信公众号', '微信平台', '微博平台']\",\n",
       "       \"['文案', '新媒体运营', '营销策划', '社群运营']\", \"['文案', '内容运营']\",\n",
       "       \"['平台运营', '新媒体运营', '生活类', '线上运营', '微博平台', '微信公众号']\",\n",
       "       \"['内容运营', '新媒体运营', '活动运营', '二次元类', '教育培训', '动漫类', '线上运营', '小红书平台', '微博平台', 'B站平台']\",\n",
       "       \"['新媒体运营', '营销策划']\", \"['新媒体平台']\",\n",
       "       \"['文案', '网络营销', '营销策划', '社群运营', '新媒体运营', '小红书']\", \"['文案']\",\n",
       "       \"['粉丝运营', '网络推广', '娱乐类', '线上运营', '抖音平台']\",\n",
       "       \"['营销策划', '市场推广', '市场策划', '美食话题', '新媒体运营']\", \"['网店运营']\",\n",
       "       \"['网络营销', '广告投放', '渠道运营', '内容运营', '新媒体运营', '团建会务', '研学旅行', '活动执行']\",\n",
       "       \"['文案', '软文']\",\n",
       "       \"['内容运营', '新媒体运营', '文案', '市场推广', '营销策划', '广告创意', '市场策划', '渠道运营', '网络营销']\",\n",
       "       \"['内容运营', '网络营销', '广告投放', '文案', 'seo', 'b2c', '营销策划', '产品运营', '社群运营', '新媒体运营']\",\n",
       "       \"['新媒体平台', '自媒体平台']\", \"['文案', '新媒体运营', '文字编辑', '外贸', '内容运营']\",\n",
       "       \"['内容运营', '新媒体运营', '市场策划']\", '[]', \"['文案']\", \"['新媒体运营', '教育新媒体']\",\n",
       "       \"['营销策划']\", '[]',\n",
       "       \"['新媒体运营', '广告创意', '广告投放', 'kol', '文案', '内容运营', '教育新媒体']\",\n",
       "       \"['新媒体运营', '时政类', '品牌运营', '活动运营']\", \"['新媒体运营']\", \"['IT/互联网/软件']\",\n",
       "       \"['文案', '营销策划', '新媒体运营', '教育新媒体']\", \"['广告投放', 'sem']\",\n",
       "       \"['IT/互联网/软件', '自媒体平台']\",\n",
       "       \"['网络营销', '市场推广', '文案', '营销策划', '社群运营', '渠道运营', '市场策划', '情感话题', '新媒体运营', '广告投放']\",\n",
       "       \"['文案', '软文', '撰稿', '新媒体运营', '微信群运营']\", \"['文案', '策划', '写作', '摄制']\",\n",
       "       '[]', \"['热点', '视频', '拍摄', '视频剪辑', '小视频']\",\n",
       "       \"['平台运营', '旅游业', '小红书平台', '微博平台', '新媒体平台']\", \"['新媒体运营专员']\",\n",
       "       \"['内容运营', '新媒体运营']\", '[]',\n",
       "       \"['社群运营', '用户运营', '内容运营', '活动运营', '社交平台']\", '[]',\n",
       "       \"['文案', '网络营销', '市场推广', '社群运营', '新媒体运营', '教育新媒体', '内容运营']\",\n",
       "       \"['时政类', '粉丝运营', '策略运营', '新媒体平台']\",\n",
       "       \"['视频类', '品牌运营', '网站运营', '粉丝运营', '新媒体运营', '内容运营', '网店运营', '平台运营', '新媒体平台', '微信公众号']\",\n",
       "       \"['文案策划', '平台运营']\",\n",
       "       \"['文案策划', '活动策划', '营销策划', '营销活动', '消费品', '电子商务']\",\n",
       "       \"['视频类', '脚本', '剪辑软件', '短视频拍摄']\", '[]', '[]',\n",
       "       \"['文案策划', '短视频策划', '微信策划', '新媒体策划', '品牌策划', '网站策划', '新媒体', '网络媒体', '公众号', '广告/传媒/文化']\",\n",
       "       '[]', \"['新媒体广告', '内容运营', '微信公众号']\", '[]',\n",
       "       \"['销售管理', '客户管理', '网络销售', '电话销售', '大客户', 'to B', '渠道销售']\",\n",
       "       \"['电子商务', '服饰类', '人工智能', '天猫平台', '电商平台']\", \"['文案']\",\n",
       "       \"['电商直播', '线下运营', '抖音平台']\", \"['英语', '文案撰写', '文案策划']\",\n",
       "       \"['photoshop', 'premiere', '摄影', '平面设计']\", '[]',\n",
       "       \"['社群运营', '用户运营']\", '[]', \"['渠道销售', 'to B']\",\n",
       "       \"['新媒体运营', '自媒体运营', '内容运营', '用户运营']\", \"['新媒体运营', '网络营销']\",\n",
       "       \"['本科']\", \"['本科', '新媒体运营', '小红书平台', '直播平台', '抖音平台']\",\n",
       "       \"['大专', '新媒体运营', '网络推广', '电商运营', 'IT/互联网/软件', '电子商务', '业务运营', '平台运营', '数据分析']\",\n",
       "       \"['本科', '新媒体运营', '网络推广', '电商运营', 'IT/互联网/软件', '电子商务', '业务运营', '平台运营', '数据分析']\",\n",
       "       \"['本科']\",\n",
       "       \"['本科', '动漫类', '微信公众号', '内容运营', '新媒体运营', '广告/传媒/文化', 'to B', '微信平台', '小红书平台']\",\n",
       "       \"['本科']\", \"['本科', '市场推广', '渠道推广', '市场调研分析', '活动策划', '公众号']\",\n",
       "       \"['大专', '渠道销售']\", \"['本科', '内容运营', '数码产品', '新媒体运营']\", '[]',\n",
       "       \"['本科', '品牌运营', '广告/传媒/文化']\",\n",
       "       \"['本科', '活动策划', '新媒体', 'PS', 'AI', '视频剪辑']\", \"['本科']\",\n",
       "       \"['本科', '管理思维', '业务管理', '吃苦耐劳', '快消品', '晋升空间大', '重点培养', '沟通能力', '组织协调']\",\n",
       "       \"['本科', '跨境电商', '电子商务', '保险产品设计', '俄语']\",\n",
       "       \"['本科', '内容运营', '新媒体运营', '自媒体运营', '制造业', '科技类', '线上运营', '线下运营', 'to B', '微信公众号', '抖音平台']\",\n",
       "       \"['大专', '云平台运维']\", \"['本科', '云平台运维']\",\n",
       "       \"['本科', '用户运营', '内容审核', '产品运营', '社区运营', '微信平台', 'to C', '线上运营']\",\n",
       "       \"['本科', '公关服务', '经济学', '公众号', '市场洞察', '汉语', '广告行业']\",\n",
       "       \"['本科', '公关策划', '公益活动']\", \"['学历不限']\",\n",
       "       \"['本科', '新闻类', '新媒体运营', '活动策划', '微信公众号']\",\n",
       "       \"['大专', '社群运营', '平台运营', '用户运营', '新媒体运营']\", \"['本科']\",\n",
       "       \"['本科', '文案策划', '短视频策划']\",\n",
       "       \"['本科', '内容运营', '新媒体运营', '活动运营', '策略运营', '用户运营', '数据分析']\",\n",
       "       \"['本科', '活动策划', '自媒体策划', '新媒体策划', '文案策划', '微信策划', '会议策划', '展览活动', '公众号', '门户网站', '自媒体']\",\n",
       "       \"['3个月', '提供转正', '本科', '商业产品', '计算机软件', 'to B', 'Visio', 'Axure', '墨刀']\",\n",
       "       \"['本科', '新媒体运营']\",\n",
       "       \"['3个月', '本科', '内容运营', '新媒体运营', '小红书平台', '抖音平台', '小程序', '微信公众号']\",\n",
       "       \"['3个月', '本科', '新媒体运营', '文案策划', '视频剪辑']\",\n",
       "       \"['3个月', '提供转正', '大专', '新媒体运营', '用户运营', '自媒体平台', '抖音平台']\",\n",
       "       \"['3个月', '本科', 'AI产品', '人工智能']\", \"['3个月', '本科', '新媒体运营']\",\n",
       "       \"['3个月', '提供转正', '大专', '网络推广', '新媒体运营', '电子商务', '网络营销', '网络销售']\",\n",
       "       \"['本科', '微信公众号', '新媒体平台', '微信平台', '自媒体平台']\",\n",
       "       \"['3个月', '提供转正', '硕士', '内容运营', '数据分析', '新媒体运营', '产品运营', '社区运营', '专业服务', '教育培训', '财经类', '线上运营', 'to B']\",\n",
       "       \"['3个月', '本科', '品牌商务', '品牌运营', '广告/传媒/文化', '广告媒介']\",\n",
       "       \"['3个月', '本科', '新闻类']\",\n",
       "       \"['3个月', '本科', '数据分析', '新媒体平台', '内容运营', '新媒体运营', '自媒体运营', '品牌运营', 'IT/互联网/软件', '云计算/大数据', '软件行业', '科技类']\",\n",
       "       \"['3个月', '提供转正', '本科', '内容运营', '新媒体运营', '数据分析', '线上运营']\",\n",
       "       \"['2个月', '提供转正', '大专', '用户运营', '内容运营', '产品运营', '新媒体运营', '社群运营', '专业服务', '教育培训', '线下运营', '小红书平台', 'to C']\",\n",
       "       \"['3个月', '提供转正', '本科', '微信公众号', '内容运营', '活动运营', '新媒体运营', '微博平台', '抖音平台', '小红书平台', '微信平台']\",\n",
       "       \"['3个月', '提供转正', '大专', '文案策划', '活动策划', '新媒体', '品牌活动']\",\n",
       "       \"['6个月', '提供转正', '大专', '粤语', '视频类', '小红书平台', '抖音平台', '新媒体运营', '内容运营', '广告/传媒/文化', '生活类', '美食类', '文学类']\",\n",
       "       \"['3个月', '本科', '抖音运营']\",\n",
       "       \"['6个月', '提供转正', '大专', '直播主持', '新媒体运营', '营销推广', '视频剪辑', '微信策划', '文案策划']\",\n",
       "       \"['4个月', '本科', '新媒体运营']\", \"['3个月', '本科', '内容运营', 'IT/互联网/软件']\",\n",
       "       \"['3个月', '提供转正', '本科', '新媒体运营', '广告投放/流量运营', '广告/传媒/文化', '线上运营']\",\n",
       "       \"['2个月', '提供转正', '学历不限', '经济学', '意外险', '市场洞察', '销售培训', '保险行业']\",\n",
       "       \"['3个月', '本科', '内容运营', '教育培训', '线上运营', '微信公众号', '小红书平台', '品牌活动']\",\n",
       "       \"['3个月', '本科']\",\n",
       "       \"['6个月', '提供转正', '大专', '活动策划', '文案策划', '新媒体', '短视频策划', '新媒体策划', '品牌策划', '营销策划', '自媒体', '庆典活动', '品牌活动']\",\n",
       "       \"['3个月', '提供转正', '硕士', '创新咨询', '互联网+咨询', '数字化创新', '精英团队', '方法论实践', '设计思维', '增长黑客', '敏捷管理', '精益创新', '协作共创']\",\n",
       "       \"['提供转正', '本科', '社区运营', '短视频运营', '内容运营']\",\n",
       "       \"['提供转正', '本科', '直播运营']\",\n",
       "       \"['本科', '新媒体运营', '产品运营', '活动运营', '策略运营', '线下运营', '微信平台', '微信公众号', '线上运营']\",\n",
       "       \"['本科', '品牌管理', '制度制定', '企业文化']\", \"['学历不限']\",\n",
       "       \"['3个月', '本科', '活动策划', '市场营销', '门户网站', '新媒体', '广告/传媒/文化']\",\n",
       "       \"['3个月', '本科', '社群运营', '新媒体运营', '平台运营', '新媒体平台', '小红书平台', '抖音平台']\",\n",
       "       \"['3个月', '本科', '品牌推广', '品牌策划', '品牌运营', '新媒体', '广告/传媒/文化', '服务业']\",\n",
       "       \"['6个月', '提供转正', '大专', '编导', '视频文案', '短视频拍摄', '文案策划']\",\n",
       "       \"['本科', '粉丝运营', '新媒体运营', '内容运营', 'IT/互联网/软件', '新媒体平台']\",\n",
       "       \"['6个月', '本科', '新媒体策划', '自媒体策划', '自媒体', '新媒体', '广告/传媒/文化']\",\n",
       "       \"['大专', '粉丝运营', '活动运营', '用户运营', '小红书平台', '抖音平台', '新媒体平台', '自媒体平台']\",\n",
       "       \"['提供转正', '本科']\",\n",
       "       \"['活动策划', '电商运营', '广告投放/流量运营', '线上运营', 'to C', '抖音平台']\",\n",
       "       \"['网络推广', '内容运营', '自媒体运营', '广告投放/流量运营', '信息流优化', '新媒体运营', '策略运营', '粉丝运营', '线上运营']\",\n",
       "       \"['新媒体运营', '网络推广', '自媒体平台', '微信公众号']\",\n",
       "       \"['用户运营', '活动运营', '产品运营', '市场运营', '活动策划', '直播运营', '会员运营', '消费品', '商业活动', '金融业']\",\n",
       "       \"['市场推广', '品牌推广', '短视频', '网络媒介', '自媒体']\", \"['新媒体', '广告/传媒/文化']\",\n",
       "       \"['to B', '渠道销售', '面销']\", \"['新媒体运营']\", \"['可接受无经验实习']\",\n",
       "       \"['新媒体运营', '家装类', '抖音平台']\",\n",
       "       \"['内容运营', '自媒体运营', '政务类', '文学类', '微信公众号', '微信平台', '今日头条平台', '小红书平台', '抖音平台', '广告/传媒/文化']\",\n",
       "       \"['平台运营', '新媒体运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['内容运营', '数据运营', '短视频运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['新媒体', '新媒体策划', '社交媒体', '微信策划', '广告策划', '营销策划', '品牌策划', '文案策划', 'KOL']\",\n",
       "       \"['用户运营', '时政类', '游戏行业', '活动策划', '新媒体运营', '社交平台', '新媒体平台']\", '[]',\n",
       "       \"['抖音运营']\",\n",
       "       \"['新媒体运营', '微信公众号', '渠道运营', '内容运营', '自媒体运营', '生活类', '线上运营', '线下运营']\",\n",
       "       \"['新媒体运营', '内容运营', '活动运营', '用户运营']\", \"['新媒体', '汽车行业', '自媒体']\",\n",
       "       '[]', '[]',\n",
       "       \"['社群运营', '新媒体运营', '线上运营', '微信平台', '微信公众号', '小红书平台', '广告/传媒/文化', '教育培训', '摄影类', '美食类']\",\n",
       "       \"['短视频运营', '脚本撰写', '内容策划', '脚本编辑', '拍摄剪辑', '平台运营', 'B站平台', '抖音平台', '小红书平台', '视频创意']\",\n",
       "       \"['活动运营', '直播平台', '粉丝运营', '自媒体运营', '电商运营']\",\n",
       "       \"['直播运营', '电商运营', '新媒体运营']\", \"['网络推广']\",\n",
       "       \"['内容运营', '店铺运营', '新媒体运营', '活动运营', '用户运营', '数据运营', '产品运营', '电子商务', '线上运营', 'to C']\",\n",
       "       \"['好玩，创新', '学习机会多', '上升空间大']\",\n",
       "       \"['内容运营', '网站运营', '自媒体运营', '电商运营', '信息流投放', 'IT/互联网/软件', '房产类', '线上运营', 'to C', '抖音平台']\",\n",
       "       \"['新媒体运营', '网络推广', '品牌运营', '广告投放/流量运营', '电子商务', '服装/纺织/皮革', '短视频运营', '抖音平台', '小红书平台', '天猫平台']\",\n",
       "       '[]', \"['短视频运营']\", \"['粉丝运营', '短视频运营', '抖音平台']\",\n",
       "       \"['产品运营', '平台运营', '线上运营']\", \"['内容运营']\", \"['新媒体运营']\", \"['岗位配置招聘']\",\n",
       "       '[]', \"['电商运营', '新媒体运营', '电子商务']\",\n",
       "       \"['电商运营', '产品运营', '线上运营', 'to C', '抖音平台', '快手平台']\",\n",
       "       \"['小程序矩阵', '微信小程序']\", '[]', \"['活动文案', '广告文案', '新媒体文案', '公关文案']\",\n",
       "       \"['实习期', '直播运营', '新媒体运营', '自媒体运营', '平台运营']\",\n",
       "       \"['新媒体运营', '小红书平台', '平台运营', '内容运营']\", \"['短视频运营', '游戏行业', '线上运营']\",\n",
       "       \"['数字化咨询', '战略咨询', '数据分析', '营销管理咨询', '运营管理咨询', '品牌咨询', '企管咨询', '设计咨询', '用户调研', '产品调研']\",\n",
       "       \"['管培生', '设计', '2023届']\", \"['百度平台']\",\n",
       "       \"['短视频运营', '抖音平台', '新媒体运营', '市场运营', '平台运营', '教育培训', '政府/社会服务', '线上运营']\",\n",
       "       \"['IT/互联网/软件', '线下运营', '线上运营']\",\n",
       "       \"['市场开发', '客户管理', '客户维护', '市场营销', '渠道拓展', '智慧城市', '市场洞察', '渠道销售', 'to B', '数字化']\",\n",
       "       \"['文案', '营销策划', '市场推广', '广告投放']\", \"['广告/传媒/文化']\",\n",
       "       \"['短视频运营', '品牌运营', '产品运营', '消费品', '美食类', '线上运营', 'to C', '抖音平台', '微信公众号', '京东平台']\",\n",
       "       \"['短视频脚本策划', '短视频运营', '广告/传媒/文化', '情感类', '搞笑类', '生活类', '线上运营', '抖音平台', '小红书平台', '快手平台']\",\n",
       "       \"['直播运营', '带货运营']\", \"['文案策划']\", '[]',\n",
       "       \"['批发/零售', '门店管理', '市场洞察', '门店销售']\", \"['新媒体运营', '汽车行业']\",\n",
       "       \"['新媒体运营', '活动运营', '策略运营', '微信平台', '线下运营', '微信公众号', '线上运营']\", '[]',\n",
       "       \"['平台运营', '微信公众号', '活动运营', '活动策划', '线上运营', '线下运营', '电子商务', '政府/社会服务', '新闻类', '生活类']\",\n",
       "       \"['渠道运营', '广告投放/流量运营', '活动运营', 'IT/互联网/软件']\",\n",
       "       \"['新媒体运营', '自媒体运营', '自媒体平台', '微信平台', '产品运营', '网络推广', '金融业', '房产类', '线上运营', '线下运营']\",\n",
       "       \"['自媒体运营']\", \"['新媒体运营']\", \"['自媒体平台']\", \"['IT/互联网/软件']\",\n",
       "       \"['短视频运营', '平台运营', '自媒体平台']\", \"['新媒体运营']\", \"['外呼客服']\",\n",
       "       \"['自媒体编辑', '汽车媒体', '抖音', '公众号', '编辑', '策划']\",\n",
       "       \"['产品运营', '新媒体运营', '网站运营']\",\n",
       "       \"['自媒体运营', '内容运营', '新媒体运营', '运营助理', '医生助理']\",\n",
       "       \"['内容运营', '视频内容', '小红书']\", \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '视频剪辑', '官微官博运营', '策划选题', '数据分析']\",\n",
       "       \"['自媒体运营', '产品运营', '新媒体运营', '短视频运营']\",\n",
       "       \"['新媒体文案', '活动文案', '品牌文案', '电商文案', '视频文案']\", \"['直播运营']\",\n",
       "       \"['内容运营', '网站运营', '电商运营', '电子商务', '体育类', '线上运营', 'to C', '抖音平台']\",\n",
       "       \"['外星人', 'Alienware', '门店销售', '导购', 'to C', '客户管理', '销售管理', '不出差', '电子/通信/硬件', '批发/零售']\",\n",
       "       \"['视频类', '广告/传媒/文化']\", \"['电子商务']\", \"['平台运营', '短视频运营', '内容运营']\",\n",
       "       \"['社群运营']\",\n",
       "       \"['短视频运营', '搞笑类', '情感类', '生活类', '线上运营', '抖音平台', '小红书平台', '快手平台', '广告/传媒/文化', '粉丝运营']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['旅游产品', '支付产品', '旅游行业', '生活服务', 'to B', '产品规划', '用户研究', '摄影/录像', '影视摄影', '新媒体']\",\n",
       "       \"['短视频类']\",\n",
       "       \"['内容运营', '新媒体运营', '短视频运营', '粉丝运营', '社群运营', '能源行业', '娱乐类', '线上运营', '抖音平台', '微信平台']\",\n",
       "       \"['直播运营', '抖音平台']\", \"['抖音平台', '数据分析', '数据运营', '新媒体运营']\",\n",
       "       \"['编辑', '运营专员']\", \"['新媒体运营', '视频剪辑', '视频拍摄']\", \"['微信公众号']\",\n",
       "       \"['抖店运营', '抖音运营', '直播运营', '视频运营']\",\n",
       "       \"['市场推广', '品牌推广', '渠道推广', '营销推广', '市场策划', '市场拓展', '市场营销']\",\n",
       "       \"['媒介媒体', '出版发行']\", \"['粉丝运营', '微信公众号']\",\n",
       "       \"['内容运营', '短视频运营', '平台运营', '策略运营', '投放平台', '线上运营', '线下运营', '抖音平台', '微信公众号', '快手平台']\",\n",
       "       \"['营销策划', '抖音编导', '短视频', '新媒体运营']\", '[]',\n",
       "       \"['新媒体运营', '电商运营', '市场运营', '产品运营', '广告/传媒/文化', '线上运营', '抖音平台']\",\n",
       "       \"['内容运营', '新媒体运营', '自媒体运营', '网站运营', '广告投放/流量运营', '专业服务', '线上运营', '抖音平台', '小红书平台']\",\n",
       "       \"['自媒体运营', '新媒体运营', '线上运营', 'to C', '数据分析', '运营推广', '抖音']\",\n",
       "       \"['项目运营管理', '方案设计策划', '客户沟通协调', '企业培训服务', '企业管理咨询']\",\n",
       "       \"['自媒体运营', '线上运营', '企业用户', '个人用户', '数据分析', '用户留存', '用户转化', '运营规划', '抖音', '引流拉新']\",\n",
       "       \"['短视频运营', '粉丝运营']\",\n",
       "       \"['社群运营', '小程序运营', '微信群运营', '医疗公众号运营', '新媒体运营', '微信商城运营', '用户运营', '内容运营', '营销策划', 'kol']\",\n",
       "       \"['内容运营', '数据分析', '线上运营', '网站运营', '广告投放/流量运营', '短视频运营', '电子商务', '消费品', '抖音平台', '小红书平台']\",\n",
       "       \"['服饰类']\",\n",
       "       \"['招聘', '绩效考核', '薪资规划', '文化传媒', '薪酬', '团队建设', 'kol媒介', '新媒体']\",\n",
       "       \"['小红书平台', '抖音平台', '快手平台', '今日头条平台']\", \"['广告投放', '新媒体运营']\",\n",
       "       \"['内容运营']\", \"['媒介公关', '品牌公关', '活动公关', '商务公关']\",\n",
       "       \"['抖音', '微信公众号', '文案策划']\", \"['抖音商务']\",\n",
       "       \"['文案策划', '活动策划', '新媒体', '庆典活动', '市场策划', '营销策划']\",\n",
       "       \"['电商新媒体', '新媒体运营', '社群运营', '渠道运营', '视频新媒体']\",\n",
       "       \"['文案', '市场策划', '市场推广']\",\n",
       "       \"['文案', '网络营销', '广告投放', '新媒体运营', '渠道运营']\", \"['直播运营']\", \"['文案']\",\n",
       "       \"['抖音平台']\", \"['电商运营', '线上运营', 'to C', '抖音平台']\",\n",
       "       \"['物料设计', '创意设计', '视觉设计', '品牌设计', 'Photoshop', 'CorelDRAW', 'Illustrator']\",\n",
       "       \"['网站运营', '新媒体运营', '短视频运营', 'IT/互联网/软件', '教育培训', '线上运营', '抖音平台', '快手平台', '小红书平台', '今日头条平台']\",\n",
       "       \"['意外险', '汽车行业', '理学', '管理学', '金融业', '客户管理', '保险行业']\",\n",
       "       \"['视频类', '短视频运营', '微信公众号']\",\n",
       "       \"['文案', 'kol', '新媒体运营', '社群运营', '视频内容运营']\", '[]',\n",
       "       \"['网站运营', '微信公众号']\", \"['短视频脚本', '剧本编剧', '媒介媒体']\",\n",
       "       \"['软文撰写', '新媒体文案']\", \"['贸易/进出口', '经济学', '市场洞察', '客户管理']\",\n",
       "       \"['ps', '自媒体运营', '自媒体编辑', '视频自媒体', '软文撰写', '自媒体推广', '视频拍摄', '美术编辑']\",\n",
       "       \"['社群运营', '小程序运营', '微信群运营', '医疗公众号运营', '新媒体运营', '微信商城运营', '用户运营', '内容运营', '营销策划', 'kol']\",\n",
       "       \"['数据分析', '新媒体运营', '平台运营', '批发/零售', '线上运营', 'to B', 'to C', '网站运营']\",\n",
       "       \"['视频类', '平台运营', '抖音平台', '快手平台']\",\n",
       "       \"['面销', 'to B', '销售管理', '团队管理', '不出差', '广告/传媒/文化', '广告媒介', '传统媒介', '电视媒介', '户外媒介']\",\n",
       "       \"['ae', '实习', '活动执行']\", \"['培训管理', '客户服务', '民宿']\", '[]',\n",
       "       \"['自媒体运营', '视频自媒体', '视频拍摄']\", \"['文案']\",\n",
       "       \"['宠物寄养', '宠物电商', '宠物行业', '宠物医生']\", \"['新媒体策划', '新媒体', '广告/传媒/文化']\",\n",
       "       \"['媒介媒体', '文字编辑']\", '[]',\n",
       "       \"['内容运营', '网络营销', '广告投放', '市场推广', '新媒体运营']\",\n",
       "       \"['广告投放', '市场策划', '内容运营', '广告创意', '营销策划']\",\n",
       "       \"['渠道运营', '社群运营', '网络营销', '新媒体运营', 'App品牌招商']\",\n",
       "       \"['营销策划', '文案', '广告创意', '内容运营', '渠道运营']\", \"['新媒体运营']\",\n",
       "       \"['抖音平台运营']\", \"['文案', '电商活动运营', '社区活动运营', '线下活动运营']\",\n",
       "       \"['新媒体运营', '文案', '内容运营']\", \"['策划', '广告设计']\",\n",
       "       \"['线上推广', '文案撰写', '软文推广', '微信推广']\", \"['seo']\",\n",
       "       \"['内容运营', '网站运营', '自媒体运营', '活动运营', '电商运营', '用户运营', '新媒体运营', '产品运营', '短视频运营', '策略运营']\",\n",
       "       \"['门店销售', '面销', '展厅销售\\\\t', 'to C', '大客户', 'to B', '不出差', '新车', '客车', '新能源汽车']\",\n",
       "       \"['市场推广', '广告策划', '市场营销']\", \"['微信公众号', '微博平台']\", \"['视频类', '产品运营']\",\n",
       "       '[]', \"['新媒体运营']\", \"['文案', '内容运营', '新媒体运营', '社群运营']\",\n",
       "       \"['文案', '传媒', '媒体工具', '外贸', '引流']\", \"['短视频运营']\",\n",
       "       \"['上门拜访/面销', '线上线下相结合', '邀约面谈', '短视频推广', '网络推广', '直播运营']\",\n",
       "       \"['ps', '图文排版', '自媒体编辑', '自媒体运营', '网页制作', '公众号编辑']\",\n",
       "       \"['网络营销', 'app推广']\",\n",
       "       \"['门店销售', '面销', '展厅销售\\\\t', 'to C', 'to B', '大客户', '不出差', '新车', '新能源汽车', '客车']\",\n",
       "       \"['新媒体运营', '市场策划']\", \"['文案', '内容运营']\", \"['活动策划', '抖音平台']\",\n",
       "       \"['新媒体运营']\", \"['photoshop']\", '[]',\n",
       "       \"['短视频内容', '内容运营', '新媒体运营', '自媒体运营', '线上运营', 'B站']\", '[]',\n",
       "       \"['电商运营', '电商直播']\",\n",
       "       \"['新媒体运营', '服装/纺织/皮革', '时尚类', '线上运营', 'to C', '抖音平台', '小红书平台', '淘宝平台']\",\n",
       "       \"['视频类', '活动运营', '活动策划']\", \"['自媒体运营']\", \"['文案', '内容运营']\",\n",
       "       \"['运营', '店员', '潮流', '多方位发展']\", \"['平面设计']\",\n",
       "       \"['市场推广', '渠道推广', '市场策划', '市场拓展', '市场营销', '制药/医疗', 'to B', '营销活动', '大客户', '社交媒体']\",\n",
       "       \"['人力资源经验', '录入/文员']\", \"['新媒体', '小红书平台', '内容运营', 'to C']\",\n",
       "       \"['游戏行业', '内容运营', '抖音平台', '视频剪辑']\", \"['新媒体运营', 'IT/互联网/软件']\",\n",
       "       \"['to C', '新车', '新能源汽车', '门店销售']\", '[]',\n",
       "       \"['文案', '编辑', '原创', '翻译']\", \"['新媒体运营', '内容运营', '网站运营']\",\n",
       "       \"['新媒体', '面销', '电话销售', '招商销售', 'to B', '不出差', 'IT/互联网/软件']\",\n",
       "       \"['线上推广', '会展推广']\",\n",
       "       \"['文案策划', '市场策划', '新媒体', '社交媒体', '社交媒介', '广告/传媒/文化', 'IT/互联网/软件']\",\n",
       "       '[]', \"['房产编辑', '财经编辑', '文案策划']\", \"['线下运营']\",\n",
       "       \"['O2O', '客户管理', '渠道销售', '大客户']\", '[]', '[]', \"['游戏行业', '游戏编辑']\",\n",
       "       '[]',\n",
       "       \"['网站运营', '网店运营', '电商运营', '内容运营', 'SEO/SEM运营', '网络推广', '汽车行业', '百度平台', '淘宝平台', '天猫平台']\",\n",
       "       \"['品牌策划', '文案策划', '活动策划', '营销策划', '广告策划', '市场策划', '新媒体', '营销活动', '品牌活动', '广告/传媒/文化']\",\n",
       "       \"['企业文化管理']\",\n",
       "       \"['服装电商运营', '数据运营', '数据分析', '运营专员', '女装运营', '活动策划', '推广数据运营', '直通车', '超极推荐']\",\n",
       "       '[]', \"['视频内容运营', '粉丝内容运营', '新媒体运营']\",\n",
       "       \"['KOL投放', '达人', '短视频', '快手', '抖音', '媒介']\",\n",
       "       \"['自媒体', '抖音平台', '拍摄剪辑', '短视频', '网感十足']\",\n",
       "       \"['线上媒介', '线上投放经验', 'KOL']\", '[]', \"['公众号']\",\n",
       "       \"['剪辑', '影视视频编辑', '电商视频', '视频编辑', '宣传片编辑']\", '[]',\n",
       "       \"['大专', '新媒体运营']\",\n",
       "       \"['学历不限', '新媒体运营', '广告投放/流量运营', '自媒体运营', '内容运营', '短视频运营', '粉丝运营']\",\n",
       "       \"['中专/中技', '内容运营', '用户运营', '自媒体运营', '社群运营', '线上运营', 'to C', '引流拉新', '微信公众号', 'B站', '豆瓣']\",\n",
       "       \"['6个月', '本科', '美妆类', '新媒体平台', '自媒体平台']\", '[]',\n",
       "       \"['新媒体运营', '自媒体运营', '新闻类', '粉丝运营', '策略运营', '活动策划']\",\n",
       "       \"['新媒体运营', '短视频', '抖音运营', '护肤行业']\",\n",
       "       \"['新媒体运营', '用户运营', '内容运营', '广告投放/流量运营', '信息流投放', '短视频运营', '社区运营', '教育培训']\",\n",
       "       \"['新媒体运营总监']\", \"['内容运营', '渠道推广', '品牌活动', '新媒体运营', '活动运营', '平台运营']\",\n",
       "       \"['新媒体运营', '自媒体运营', '平台运营', '渠道推广', '自媒体平台', '新媒体平台', '抖音平台', '微博平台', '快手平台']\",\n",
       "       \"['新媒体运营', '自媒体运营', '粉丝运营']\", \"['内容运营', '新媒体运营']\",\n",
       "       \"['新媒体运营', '品牌运营', '平台运营', '策略运营', '产品运营']\",\n",
       "       \"['新媒体运营', '自媒体运营', '数据运营', '社区/社群运营', '微信公众号', '微博平台', '抖音平台']\",\n",
       "       \"['新媒体运营', '自媒体运营', '社区/社群运营', '策略运营', '产品运营', '数据运营', '数据分析']\",\n",
       "       \"['新媒体运营', '自媒体运营', 'IT/互联网/软件', '短视频运营', '活动运营', '活动策划', '微博平台']\",\n",
       "       \"['新媒体运营', '教育', '选题策划', '自媒体', '短视频', '新媒体', '公众号运营', '新媒体文案']\",\n",
       "       \"['新媒体运营', '平台运营', '网站运营', '短视频运营', '广告投放/流量运营', '产品运营', '网店运营', '策略运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['文案', 'kol', '内容运营', '新媒体运营']\",\n",
       "       \"['新媒体运营', '抖音平台', '用户运营', '内容运营', '自媒体运营', '品牌运营', 'to B', 'to C']\",\n",
       "       \"['网络营销', 'kol', '新媒体运营', '整体运营']\",\n",
       "       \"['新媒体运营', '整体运营', '文案', '市场策划', '渠道运营', '内容运营管理']\",\n",
       "       \"['内容运营', '新媒体运营', '小红书平台', '微博平台', '微信公众号', '家居类', '快消品']\",\n",
       "       \"['平台运营', '新媒体运营', '短视频运营', '抖音平台']\",\n",
       "       \"['新媒体编辑', '内容运营', '微信公众号', '小红书平台', '微博平台', '新媒体运营', '新媒体广告', '家居类', '自媒体平台']\",\n",
       "       \"['餐饮 生鲜 品牌', '批发/零售', '快消品类']\",\n",
       "       \"['新媒体运营', '内容运营', '自媒体运营', '策略运营', '平台运营']\",\n",
       "       \"['新媒体运营', '小红书平台', '自媒体运营', '微信公众号', '微博平台', '家装类', '广告/传媒/文化', 'to B', '文案编辑', '内容运营']\",\n",
       "       \"['平台运营']\", \"['新媒体运营', '微信公众号', '小红书平台']\",\n",
       "       \"['短视频运营', '内容运营', '自媒体运营', '电子商务', '线上运营', 'to B', 'to C', '微博平台', '微信公众号', '抖音平台']\",\n",
       "       \"['抖音、小红书运营']\", \"['新媒体运营', '小红书平台', '抖音 运营', '公众号运营']\",\n",
       "       \"['新媒体运营', '策略运营', '自媒体运营']\",\n",
       "       \"['新媒体运营', '自媒体运营', '新闻类', '平台运营', '品牌运营', '活动策划', 'IT/互联网/软件', '微博平台', '微信公众号']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['内容运营', '平台运营', '网络推广', '新媒体平台', '投放平台', '新媒体运营', '数据运营', '小红书种草', '得物', '种草']\",\n",
       "       \"['数据运营', '新媒体运营', '新媒体平台', '得物', '小红书', '广告投放/流量运营', '策略运营', '内容运营', '线上运营', '小红书平台']\",\n",
       "       \"['用户运营', '渠道推广', '内容运营', '社群运营', '网络推广', '渠道运营', '活动运营', '微博平台', '微信公众号', '抖音平台']\",\n",
       "       \"['新媒体运营', '广告投放/流量运营', '自媒体运营', '装饰装修']\",\n",
       "       \"['新媒体运营', '内容运营', '短视频运营', '活动策划', '活动运营', '渠道运营', '自媒体运营', '策略运营', '品牌运营', '电子商务']\",\n",
       "       \"['游戏行业', '新媒体运营', '短视频运营', '社区/社群运营', 'MCN运营', '抖音平台', 'taptap', '游戏运营', '娱乐类', '快手平台']\",\n",
       "       \"['新媒体运营', '数据运营', '产品运营', '抖音平台', '新媒体平台', '自媒体平台']\", \"['新媒体运营']\",\n",
       "       \"['活动策划', '新媒体平台', '数据分析', '用户运营', '网络推广', '短视频运营', '品牌运营', '广告投放/流量运营', '小红书平台', '抖音平台']\",\n",
       "       \"['新媒体运营', '内容运营', '渠道运营', '自媒体运营', '策略运营', '短视频运营', '活动策划', '品牌运营', '活动运营', '电子商务']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['用户运营', '平台运营', '新媒体运营', '新媒体平台', '产品运营', '电商运营', '社区运营', '汽车行业', '消费品']\",\n",
       "       \"['新媒体运营', '平台运营', '小红书平台', '新媒体平台', '用户运营', '产品运营', '电商运营', '短视频运营', '信息流投放', '品牌运营']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['内容运营', '产品运营', '自媒体运营', '制药/医疗', '线上运营', 'to C', '微信公众号', '小红书平台', '微博平台']\",\n",
       "       \"['新媒体运营', '抖音平台', '快手平台', '电商运营']\",\n",
       "       \"['新媒体运营', '文案', '网络营销', '营销策划', '市场策划', '市场推广', '广告投放', '渠道运营', '内容运营', '社群运营']\",\n",
       "       \"['新媒体运营', '策略运营', '平台运营', '新闻类', '市场运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '文案', '网络营销', '营销策划', '市场策划', '市场推广', '社群运营', '内容运营', '广告创意', '渠道运营']\",\n",
       "       \"['新媒体运营', '内容运营', '社群运营', '市场策划', '营销策划', '网络营销', '市场推广', '文案', '渠道运营', '广告创意']\",\n",
       "       \"['新媒体运营', '时政类', '内容运营', '粉丝运营', '策略运营', '平台运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['kol', '内容运营', '新媒体运营']\", \"['新媒体运营']\", \"['新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['营销策划', '新媒体运营']\", \"['线上运营']\",\n",
       "       \"['产品运营', '平台运营', '策划运营', '内容活动运营', '互联网大党建', '互联网+央企内宣', '项目管理', '团队管理']\",\n",
       "       \"['渠道运营', '新媒体运营', '文案']\", \"['新媒体运营']\",\n",
       "       \"['活动策划', '新媒体运营', '内容运营', '云计算/大数据']\",\n",
       "       \"['新媒体运营', '策略运营', '新媒体广告', '自媒体运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['新媒体运营']\", \"['自媒体运营', 'IT/互联网/软件']\",\n",
       "       \"['媒介', '抖音快手', '新媒体运营', '网络营销']\", \"['新媒体运营', '自媒体平台', '新媒体平台']\",\n",
       "       \"['新媒体运营', '自媒体平台', '新媒体平台']\",\n",
       "       \"['新媒体运营', '内容运营', '粉丝运营', '自媒体运营', '用户运营', '电子商务', '自媒体平台', '新媒体平台']\",\n",
       "       \"['品牌运营', '新媒体运营', '用户运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['内容运营', '新媒体运营', '新媒体平台', '自媒体运营', 'to C', '小红书平台', '知乎平台', '抖音平台', '快手平台', 'B站平台']\",\n",
       "       \"['社群运营', '新媒体运营', '小红书平台', '抖音平台', '短视频运营', '粉丝运营', '网络推广', '广告/传媒/文化', '动漫类', '时尚类']\",\n",
       "       \"['文案', '软文', '美食新媒体', '公文稿件', '旅游新媒体']\",\n",
       "       \"['平台运营', '自媒体平台', '新媒体运营', '内容运营', '信息流投放', '品牌运营', '市场运营', '线上运营', '抖音平台', '快手平台']\",\n",
       "       \"['内容运营', '新媒体运营', '活动策划', '用户运营', '电子商务', '新媒体平台']\",\n",
       "       \"['新媒体运营', '自媒体平台', '新媒体平台']\",\n",
       "       \"['新媒体运营', '用户运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['视频类', '新媒体运营', '粉丝运营', '活动运营', '自媒体运营', '产品运营', '新媒体平台']\",\n",
       "       \"['新媒体运营', '内容运营', '信息流投放', '网络推广', '粉丝运营']\",\n",
       "       \"['用户运营', '自媒体平台', '新媒体运营', '产品运营', '自媒体运营', '电子商务', '生活类', '线上运营', '线下运营']\",\n",
       "       \"['用户运营', '活动策划', '社群运营', '新媒体运营', '平台运营', '新媒体平台', '网络推广', '自媒体运营']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['用户运营', '活动策划', '新媒体运营', '平台运营', '内容运营', '自媒体运营', '短视频运营', '策略运营', '粉丝运营', '网络推广']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['新媒体平台', 'to C', '微信公众号', '抖音平台', '豆瓣平台', '快手平台', '今日头条平台', '小红书平台', 'B站平台', '知乎平台']\",\n",
       "       \"['新媒体运营', '抖音平台', '新媒体平台', '内容运营']\",\n",
       "       \"['活动运营', '自媒体运营', '新媒体运营', '运营规划', '运营推广', '引流拉新', '用户促活', '用户转化', '微信公众号', '抖音']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '内容运营', '运营推广', '微信公众号', '抖音', '小红书', '快手', 'B站']\",\n",
       "       \"['新媒体运营', '新媒体平台', '自媒体运营', '策略运营', '批发/零售', '服装/纺织/皮革', '生活类', '线上运营', 'to C', '快手平台']\",\n",
       "       \"['新媒体运营', '用户运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['新媒体运营', '社群运营', '市场策划', '内容运营', '文案', '营销策划', '市场推广']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '内容运营', '渠道运营', '教育新媒体', '社群运营', '网络营销', '市场推广', '市场策划', '医疗新媒体', '文案']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营', '用户运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['小红书平台', '新媒体运营', '自媒体平台', '新媒体平台', '平台运营', '内容运营', '活动运营', '自媒体运营', '电商运营']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '内容运营', '渠道运营', '教育新媒体', '社群运营', '网络营销', '市场推广', '市场策划', '医疗新媒体', '文案']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['文案', '网络营销', '营销策划', '市场推广', '新媒体运营', '内容运营']\", \"['新媒体运营']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营']\", \"['软文', '内容运营', '社群运营', '教育新媒体']\",\n",
       "       \"['新媒体运营']\",\n",
       "       \"['视频类', '新媒体运营', '品牌运营', '网络推广', '内容运营', '渠道运营', '新媒体平台', '线上运营', '自媒体平台', '微博平台']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营', '视频类', '平台运营', '新媒体平台']\",\n",
       "       \"['新媒体运营', '内容运营', '时尚类', '线上运营', '小红书平台', '微信公众号', '抖音平台', '微博平台', 'B站平台', 'to C']\",\n",
       "       \"['新媒体运营']\", \"['文案', '新媒体运营']\", \"['直播运营', '新媒体运营']\",\n",
       "       \"['社群运营', '新媒体运营']\",\n",
       "       \"['新媒体运营', '电子商务', '数据运营', '平台运营', '电商运营', '数据分析', '新媒体平台', '知乎平台']\",\n",
       "       \"['新媒体运营', '平台运营', '数据运营', '数据分析', '知乎平台']\",\n",
       "       \"['新媒体运营', '平台运营', '数据运营', '数据分析', '知乎平台']\",\n",
       "       \"['新媒体运营', '内容运营', '电子商务']\",\n",
       "       \"['新媒体运营', '数据运营', '平台运营', '数据分析', '知乎平台']\", \"['内容运营', '新媒体运营']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营', '自媒体运营', '数据运营', '产品运营', '数据分析', '教育培训']\",\n",
       "       \"['新媒体运营', '自媒体运营', '活动运营', '内容运营', '品牌运营', '视频类', '社群运营', '市场运营', '渠道运营', '汽车行业']\",\n",
       "       \"['新媒体运营', '自媒体运营']\",\n",
       "       \"['策略运营', '内容运营', '新媒体运营', '用户运营', '微信平台', '新媒体平台', '自媒体平台', '小红书平台', '快手平台']\",\n",
       "       \"['平台运营', '内容运营', '汽车行业', '微信公众号', '新闻类', '线上运营', '微信平台']\",\n",
       "       \"['新媒体运营', '自媒体运营', '新闻类', '直播平台']\",\n",
       "       \"['文案', '渠道运营', '内容运营', '新媒体运营', '小红书运营', 'B站运营']\",\n",
       "       \"['新媒体运营', '数据运营', '广告投放/流量运营', '内容运营', '信息流投放', '自媒体运营', '平台运营', '策略运营', '新媒体平台', '抖音平台']\",\n",
       "       \"['新媒体运营', '策略运营', '新媒体平台', '自媒体运营', '短视频运营', '粉丝运营', '消费品', 'to C']\",\n",
       "       \"['内容运营', '新媒体运营', '微信公众号', '广告公司', '4A公司背景']\",\n",
       "       \"['数据运营', '新媒体运营', '广告投放/流量运营', '信息流投放', '内容运营', '自媒体运营', '策略运营', '平台运营', '新媒体平台', '快手平台']\",\n",
       "       \"['数据运营', '新媒体运营', '广告投放/流量运营', '内容运营', '自媒体运营', '信息流投放', '平台运营', '策略运营', '新媒体平台', '快手平台']\",\n",
       "       \"['文案', '新媒体运营']\",\n",
       "       \"['新媒体运营', '平台运营', '粉丝运营', '策略运营', '线上运营', '新媒体平台']\",\n",
       "       \"['新媒体运营', '自媒体运营', '内容运营', '品牌运营', '活动策划', '电子商务', '电商平台']\",\n",
       "       \"['广告投放/流量运营', '自媒体运营', '活动运营', '策略运营', '短视频运营', '网络推广', '粉丝运营', '社群运营', '社区运营', '信息流投放']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营', '自媒体运营', '软件行业']\",\n",
       "       \"['市场运营', '品牌运营', '活动运营', '网站运营', '新媒体运营', '微信公众号', '制药/医疗', '环保/化工']\",\n",
       "       \"['市场营销', '市场拓展', '市场策划', '市场推广', '效果评估', '渠道推广', '活动策划', 'KOL', '新媒体', '广告/传媒/文化']\",\n",
       "       \"['软文', '新媒体运营']\",\n",
       "       \"['内容运营', '新媒体运营', '粉丝运营', '电子商务', '活动运营', '用户运营', 'IT/互联网/软件', '微博平台', '自媒体平台', '微信平台']\",\n",
       "       \"['短视频运营', '内容运营', '抖音平台', '产品运营']\",\n",
       "       \"['内容运营', '自媒体运营', '新媒体运营', '线上运营', '线下运营']\",\n",
       "       \"['文案', '内容运营', '新媒体运营']\",\n",
       "       \"['新媒体运营', '粉丝运营', '品牌运营', 'IT/互联网/软件', '新媒体平台', '线下运营', '自媒体平台']\",\n",
       "       \"['新媒体运营', '平台运营', '广告投放/流量运营', '自媒体运营', '网络推广', '策略运营', '数据分析']\",\n",
       "       \"['文案', '内容运营', '新媒体运营', '短视频编辑', '直播', '公众号运营维护', '增粉']\",\n",
       "       \"['文案', '营销策划', '新媒体运营']\", \"['文案', '营销策划', '新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '平台运营', '粉丝运营', '网络推广', '新媒体平台']\", \"['新媒体运营', '内容运营']\",\n",
       "       \"['新媒体运营', '文案策划', '媒体传播']\",\n",
       "       \"['活动运营', '自媒体运营', '新媒体运营', '运营规划', '运营推广', '引流拉新', '用户促活', '用户转化', '微信公众号', '抖音']\",\n",
       "       \"['新媒体', '品牌策划', '营销推广', '冥想', '身心健康', '社交媒体', '心理健康']\",\n",
       "       \"['新媒体运营', '自媒体运营', '运营策划']\", \"['新媒体运营']\",\n",
       "       \"['文案', 'kol', '新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '自媒体运营', '用户运营', '新媒体平台', '抖音平台']\",\n",
       "       \"['新媒体运营', '平台运营', '粉丝运营', '广告/传媒/文化', '新媒体平台']\",\n",
       "       \"['文案', '市场营销', '营销策划', '热点', '数据分析']\",\n",
       "       \"['新媒体运营', '运营管理', '策略运营', '平台运营', '内容运营', '线上运营', 'to B', '运营规划', '团队管理']\",\n",
       "       \"['文案', '营销策划', '新媒体运营', '社群运营', '内容运营', '用户运营']\",\n",
       "       \"['kol', '裂变', '拉新', '引流', '转化', '用户运营', '教育新媒体']\", \"['新媒体运营']\",\n",
       "       \"['视频类', '新媒体运营', '粉丝运营', '数据运营', '策略运营', '电子商务']\",\n",
       "       \"['文案', '营销策划', '新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['文案', '新媒体运营', '社群运营', '广告创意', '内容运营', '渠道运营', '产品运营', '小程序运营']\",\n",
       "       \"['文案', '软文', '渠道运营', '新媒体运营']\",\n",
       "       \"['新媒体运营', '网络营销', '市场推广', '内容运营']\", \"['文案', '新媒体运营']\", '[]',\n",
       "       \"['视频剪辑', '视频制作']\", \"['新媒体运营', '广告投放/流量运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['平台运营', '时政类', '新闻类', '新媒体运营', '新媒体平台', '自媒体平台', 'to B']\",\n",
       "       \"['新媒体运营']\", \"['用户运营', '新媒体运营', '内容运营']\",\n",
       "       \"['营销策划', '市场推广', '内容运营', '新媒体运营', '社群运营', '广告投放']\",\n",
       "       \"['市场运营', '新媒体运营', '策略运营', '短视频运营', '活动运营', '专业服务', 'IT/互联网/软件', '教育培训', 'to B', 'to C']\",\n",
       "       \"['新媒体运营', '小红书平台', '抖音平台']\",\n",
       "       \"['新媒体运营', '自媒体运营', '内容运营', '平台运营', '消费品', '小红书平台', '微博平台', '微信平台', '拍摄剪辑']\",\n",
       "       \"['新媒体运营', '新媒体平台', 'to C', '法律类', '市场运营', '品牌运营', '线上运营', '线下运营', '百家号平台', '微信平台']\",\n",
       "       \"['新媒体运营', '微信平台', '内容运营', '自媒体运营', '活动运营', '微信公众号', '情感类']\",\n",
       "       \"['内容运营', '用户运营', '视频类', '微信平台', '小红书平台', '快手平台']\",\n",
       "       \"['新媒体运营', '用户运营', '自媒体平台', '新媒体平台']\",\n",
       "       \"['内容运营', '新媒体运营', '品牌运营', '小红书平台', '抖音平台', '自媒体平台', '微博平台', '新媒体平台', '快手平台']\",\n",
       "       \"['内容运营', '品牌运营', '新媒体运营', '小红书平台', '抖音平台', '微博平台', '自媒体平台', '新媒体平台', '快手平台']\",\n",
       "       \"['内容运营', '新媒体运营', '品牌运营', '小红书平台', '抖音平台', '快手平台', '微博平台', '自媒体平台', '新媒体平台']\",\n",
       "       \"['文案', '内容运营', '新媒体运营']\",\n",
       "       \"['品牌运营', '新媒体运营', '内容运营', '小红书平台', '抖音平台', '微博平台', '快手平台', '新媒体平台', '自媒体平台']\",\n",
       "       \"['新闻类', '粉丝运营', '新媒体运营', '直播运营', '内容运营', '小红书平台', '抖音平台', '新媒体平台', '自媒体平台']\",\n",
       "       \"['新媒体运营']\", \"['文案', '内容运营', '新媒体运营', '推广']\",\n",
       "       \"['平台运营', '内容运营', '新媒体运营', '新媒体平台', '自媒体平台', '直播平台']\",\n",
       "       \"['新媒体运营', '内容运营', '自媒体运营', '广告投放/流量运营', '信息流优化']\",\n",
       "       \"['新媒体运营', '自媒体平台', '小红书平台', '新媒体平台', '抖音平台']\",\n",
       "       \"['新媒体运营', '小红书平台', '内容运营', '自媒体运营', '教育培训', '线上运营', 'to C', '微信公众号', 'B站平台', '抖音平台']\",\n",
       "       \"['新媒体运营', '短视频运营', '制药/医疗', '健康类', '线上运营']\",\n",
       "       \"['平台运营', '新媒体运营', '粉丝运营', '新媒体平台', '自媒体平台']\", \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '内容运营', '短视频运营', '品牌运营', '广告投放/流量运营', '平台运营', '抖音平台', '小红书平台', '新媒体平台', '自媒体平台']\",\n",
       "       \"['内容运营', '新媒体运营', '线上运营', '小红书平台', '今日头条平台', '微信公众号', '抖音平台', '知乎平台', '自媒体运营', '社群运营']\",\n",
       "       \"['新媒体运营', '用户运营', '内容运营', '产品运营', '社群运营', 'IT/互联网/软件', '线上运营', '教育培训']\",\n",
       "       \"['新媒体运营', '二次元', '漫展']\",\n",
       "       \"['产品运营', '自媒体运营', '用户运营', '云计算/大数据', '制药/医疗', '线上运营', 'to B']\",\n",
       "       \"['粉丝运营', '活动运营', '产品运营']\", \"['市场推广', '广告投放', '网店运营']\",\n",
       "       \"['内容运营', '新媒体运营']\", '[]',\n",
       "       \"['自媒体运营', '新媒体运营', '粉丝运营', '社群运营', '内容运营']\",\n",
       "       \"['新媒体运营', '内容运营', '粉丝运营', '平台运营', '新媒体平台', '自媒体平台']\", \"['新媒体运营']\",\n",
       "       \"['内容运营', '新媒体运营']\", \"['内容运营', '新媒体运营', '微信公众号', '营养研发', '产品研发']\",\n",
       "       \"['新媒体运营', '视频编辑', '动画设计', '新闻宣传']\", \"['新媒体运营', '品牌运营', '内容创作']\",\n",
       "       \"['新媒体运营', '短视频运营', '电商运营']\", \"['新媒体运营', '教育培训']\",\n",
       "       \"['文案', '新媒体运营']\", \"['新媒体运营', '教育培训']\", \"['新媒体运营', '教育培训']\",\n",
       "       \"['新媒体运营', '短视频策划', '内容运营', '品牌推广', '内容策划', '流量提升', '金融领域']\",\n",
       "       \"['新媒体运营', '小红书平台']\",\n",
       "       \"['微信公众号', '抖音平台', '线上运营', 'to B', 'to C', '短视频运营', '品牌运营', '新媒体运营', '内容运营']\",\n",
       "       \"['内容运营', 'IT/互联网/软件', '短视频运营', '新媒体运营', '渠道运营', '视频类', '平台运营', '新媒体平台', '自媒体平台']\",\n",
       "       \"['新媒体运营']\", \"['新媒体运营', '用户运营', '自媒体平台', '新媒体平台']\",\n",
       "       \"['新媒体运营', '新媒体平台', '品牌活动', '活动策划', '微信公众号', '图文类', '平台运营', '内容运营', '自媒体运营']\",\n",
       "       \"['新媒体', '短视频策划', '营销活动', '能源/环保/化工']\",\n",
       "       \"['新媒体', '短视频策划', '营销活动', '能源/环保/化工']\",\n",
       "       \"['新媒体运营', 'IT/互联网/软件', '策略运营', '自媒体平台', '社交平台']\",\n",
       "       \"['视频类', '新媒体运营', '微博平台', '微信公众号', '新媒体平台', '自媒体平台']\",\n",
       "       \"['新媒体运营', '小红书平台', '抖音平台', '新媒体平台', '市场运营', '短视频运营', '自媒体运营', '微信公众号']\",\n",
       "       \"['内容运营', '新媒体运营']\", \"['文案', '新媒体运营']\",\n",
       "       \"['新媒体运营', '新媒体营销', '媒介投放', '媒介策划', '内容营销', '视频剪辑']\",\n",
       "       \"['新媒体运营', '渠道运营', '自媒体运营', '广告投放/流量运营', '策略运营', '品牌运营', '服装/纺织/皮革', '时尚类', '小红书平台', '微信公众号']\",\n",
       "       \"['内容运营', '视频类', '新媒体运营', '策略运营', '新媒体平台']\",\n",
       "       \"['短视频运营', '新媒体运营', '新媒体策划']\", \"['内容运营', '新媒体运营']\",\n",
       "       \"['品牌运营', '自媒体运营', '新媒体运营', 'IT/互联网/软件', '抖音平台', '小红书平台', '微博平台', '社交平台']\",\n",
       "       \"['短视频运营', '新媒体运营', '内容运营', '小红书平台', '今日头条平台', '抖音平台', '快手平台', '知乎平台', '百家号平台']\",\n",
       "       \"['新媒体运营', '抖音运营']\", \"['新媒体运营', '抖音平台', '小红书平台']\",\n",
       "       \"['新媒体运营', '小红书平台', '微信公众号', '短视频运营', '网络推广', '金融业', '线上运营', '抖音平台', '微信平台', '广告投放/流量运营']\",\n",
       "       \"['粉丝运营', '自媒体平台', '微博平台']\",\n",
       "       \"['粉丝运营', '平台运营', '自媒体运营', '新媒体运营', '广告/传媒/文化', 'IT/互联网/软件', '自媒体平台', '微博平台']\",\n",
       "       \"['平台运营', '数据运营', '数据分析']\", \"['网络营销', '新媒体运营']\",\n",
       "       \"['新媒体运营', '微信公众号', '自媒体平台']\", \"['新媒体运营']\",\n",
       "       \"['新媒体运营', '微信公众号', '自媒体平台']\", \"['新媒体运营', '新媒体广告', '短视频运营']\",\n",
       "       \"['文案', '社群运营', '新媒体运营']\", \"['新媒体运营', '微信公众号', '自媒体平台']\",\n",
       "       \"['渠道运营', '新媒体运营']\", \"['新媒体运营']\",\n",
       "       \"['电子商务', '消费品', '新媒体运营', '新媒体平台', '自媒体平台', '电商平台']\",\n",
       "       \"['新媒体运营', '自媒体运营', '网络推广']\", '[]',\n",
       "       \"['新媒体运营', '内容运营', '旅游业', '民航业']\", \"['新媒体运营', '自媒体运营', '视频类']\",\n",
       "       \"['市场策划', '新媒体运营']\",\n",
       "       \"['活动策划', '新媒体运营', '线上运营', '网络推广', '自媒体运营', '制造业', '体育类', 'to B', 'to G']\",\n",
       "       \"['新媒体运营', '网络推广', '小红书平台', '微博平台', '微信平台', '新媒体平台', '抖音平台', '自媒体平台']\",\n",
       "       \"['新媒体运营', '内容运营', '短视频运营']\",\n",
       "       \"['自媒体运营', '新媒体平台', '微信公众号', '小红书平台', '抖音平台', '内容运营', '产品运营', '品牌运营']\",\n",
       "       \"['微信公众号', '新媒体运营', '母婴行业', '食品饮料', '微博平台', '蓝V']\",\n",
       "       \"['微信公众号', '新媒体运营', '母婴行业', '食品饮料', '微博平台', '蓝V']\",\n",
       "       \"['新媒体运营', '视频剪辑']\", \"['新媒体运营', '文案撰写', '内容策划']\",\n",
       "       \"['自媒体运营', '网络推广', '线上运营', '粉丝运营', '社区运营', '短视频运营', '美食类', '餐饮业']\",\n",
       "       \"['新媒体运营', '自媒体运营']\", \"['内容运营', '平台运营', '新媒体运营', '短视频运营']\",\n",
       "       \"['平台运营', '新媒体广告', '自媒体运营', '新媒体运营', '视频类', '新闻类', '自媒体平台', '新媒体平台']\",\n",
       "       \"['内容运营', '活动运营', '新媒体运营', '数据运营']\",\n",
       "       \"['内容运营', '新媒体运营', '新媒体平台', '科技类']\", \"['小红书', '新媒体运营', '文案']\",\n",
       "       \"['新媒体运营', '活动策划', '消费品', '自媒体平台', '新媒体平台']\",\n",
       "       \"['抖音平台', '快手平台', '小红书平台', '百家号平台']\",\n",
       "       \"['内容运营', '新媒体运营', '数据运营', '活动运营']\",\n",
       "       \"['后期剪辑', '短视频运营', '抖音运营', '小红书运营', '短视频拍摄']\",\n",
       "       \"['社群运营', '新媒体运营', '平台运营', '粉丝运营', '内容运营', 'IT/互联网/软件']\",\n",
       "       \"['新媒体运营', '公众号运营', '朋友圈运营', '自媒体运营', '产品推广']\",\n",
       "       \"['品牌宣传', '时尚类', '服装行业经验', '小红书、抖音运营', '品牌运营推广', '公众号运营', '文案输出']\",\n",
       "       \"['自媒体运营', '新媒体运营', '自媒体平台', '抖音平台']\",\n",
       "       \"['内容运营', '新媒体运营', '短视频运营', '粉丝运营', '服装/纺织/皮革', '健康类', '线上运营', '小红书平台', '微博平台', '时尚类']\",\n",
       "       \"['新媒体运营', '小红书平台', '短视频运营', 'to C', '线上运营', '抖音平台']\",\n",
       "       \"['新媒体运营', '活动运营', '线上运营', '抖音平台']\",\n",
       "       \"['新媒体平台', '微信公众号', '英语', '线上运营', 'Facebook平台']\"], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "175e53be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['大专',\n",
       " '新媒体运营',\n",
       " '微信公众号',\n",
       " '新媒体平台',\n",
       " '微博平台',\n",
       " '快手平台',\n",
       " '抖音平台',\n",
       " '自媒体平台',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '本科',\n",
       " '微信公众号',\n",
       " '新媒体运营',\n",
       " '社群运营',\n",
       " '新闻类',\n",
       " '生活类',\n",
       " '娱乐类',\n",
       " '线上运营',\n",
       " '微信平台',\n",
       " '大专',\n",
       " '本科',\n",
       " '本科',\n",
       " '内容运营',\n",
       " '大专',\n",
       " '新媒体运营',\n",
       " '平台运营',\n",
       " '大专',\n",
       " '本科',\n",
       " '线上运营',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '微信公众号',\n",
       " '小红书平台',\n",
       " '学历不限',\n",
       " '3个月',\n",
       " '提供转正',\n",
       " '大专',\n",
       " '新媒体运营',\n",
       " '自媒体平台',\n",
       " '内容运营',\n",
       " '抖音平台',\n",
       " '快手平台',\n",
       " '今日头条平台',\n",
       " '小红书平台',\n",
       " '知乎平台',\n",
       " 'B站平台',\n",
       " '微信公众号',\n",
       " '2个月',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '内容运营',\n",
       " '短视频运营',\n",
       " '文学类',\n",
       " '线上运营',\n",
       " '抖音平台',\n",
       " '小红书平台',\n",
       " '3个月',\n",
       " '本科',\n",
       " '视频类',\n",
       " '新媒体运营',\n",
       " '微信公众号',\n",
       " '3个月',\n",
       " '提供转正',\n",
       " '大专',\n",
       " '新媒体运营',\n",
       " '电子商务',\n",
       " '市场营销',\n",
       " '3个月',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '大专',\n",
       " '新媒体运营',\n",
       " '内容运营',\n",
       " '新媒体平台',\n",
       " '学历不限',\n",
       " '新媒体运营',\n",
       " '平台运营',\n",
       " '活动策划',\n",
       " '线下运营',\n",
       " '线上运营',\n",
       " '6个月',\n",
       " '提供转正',\n",
       " '大专',\n",
       " '新媒体运营',\n",
       " '内容运营',\n",
       " '短视频运营',\n",
       " '6个月',\n",
       " '提供转正',\n",
       " '大专',\n",
       " '新媒体运营',\n",
       " '内容运营',\n",
       " '短视频运营',\n",
       " '6个月',\n",
       " '大专',\n",
       " '小红书平台',\n",
       " '抖音平台',\n",
       " '内容运营',\n",
       " '网站运营',\n",
       " '专业服务',\n",
       " '生活类',\n",
       " '时尚类',\n",
       " '电商运营',\n",
       " '平台运营',\n",
       " '网络推广',\n",
       " '2个月',\n",
       " '提供转正',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '留学教育',\n",
       " '小红书平台',\n",
       " '微信平台',\n",
       " '知乎平台',\n",
       " '国际类',\n",
       " '教育培训',\n",
       " '3个月',\n",
       " '提供转正',\n",
       " '本科',\n",
       " '新媒体平台',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '消费品',\n",
       " '广告/传媒/文化',\n",
       " '线上运营',\n",
       " '3个月',\n",
       " '大专',\n",
       " '品牌运营',\n",
       " '内容运营',\n",
       " '新媒体平台',\n",
       " '自媒体平台',\n",
       " '3个月',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '线上运营',\n",
       " '天猫平台',\n",
       " '11个月',\n",
       " '大专',\n",
       " '自媒体运营',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '短视频运营',\n",
       " '微信公众号',\n",
       " '小红书平台',\n",
       " '活动运营',\n",
       " '3个月',\n",
       " '提供转正',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '文学类',\n",
       " '生活类',\n",
       " '新闻类',\n",
       " '微信公众号',\n",
       " '线上运营',\n",
       " '线下运营',\n",
       " '广告/传媒/文化',\n",
       " '旅游业',\n",
       " '政府/社会服务',\n",
       " '3个月',\n",
       " '本科',\n",
       " '新媒体平台',\n",
       " '自媒体平台',\n",
       " '提供转正',\n",
       " '大专',\n",
       " '学历不限',\n",
       " '教育培训',\n",
       " '渠道销售',\n",
       " '3个月',\n",
       " '本科',\n",
       " '本科',\n",
       " '新闻类',\n",
       " '微信公众号',\n",
       " '新媒体运营',\n",
       " '用户运营',\n",
       " '新媒体平台',\n",
       " '自媒体平台',\n",
       " '短视频运营',\n",
       " '平台运营',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " '视频类',\n",
       " '微信公众号',\n",
       " '新媒体运营',\n",
       " '市场运营',\n",
       " '活动运营',\n",
       " '内容运营',\n",
       " '教育培训',\n",
       " '线上运营',\n",
       " '线下运营',\n",
       " '微信公众号',\n",
       " '抖音平台',\n",
       " '小红书平台',\n",
       " '新媒体运营',\n",
       " '广告投放/流量运营',\n",
       " '娱乐类',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '广告投放/流量运营',\n",
       " '娱乐类',\n",
       " '新媒体运营',\n",
       " '广告投放/流量运营',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " '文案策划',\n",
       " '短视频拍摄',\n",
       " '视频剪辑',\n",
       " '私域运营',\n",
       " '微信公众号',\n",
       " '项目管理',\n",
       " 'PS',\n",
       " '创意设计',\n",
       " '文案',\n",
       " '营销策划',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '社群运营',\n",
       " '广告/传媒/文化',\n",
       " '美食类',\n",
       " '摄影类',\n",
       " '小红书平台',\n",
       " '微信平台',\n",
       " '微信公众号',\n",
       " 'B站平台',\n",
       " '教育培训',\n",
       " '内容运营',\n",
       " '数据分析',\n",
       " '活动策划',\n",
       " '粉丝运营',\n",
       " '新媒体运营',\n",
       " '微信公众号',\n",
       " '网络推广',\n",
       " '社群运营',\n",
       " '广告/传媒/文化',\n",
       " '旅游业',\n",
       " '内容运营',\n",
       " '数据分析',\n",
       " '新媒体运营',\n",
       " '产品运营',\n",
       " '用户运营',\n",
       " '社群运营',\n",
       " '平台运营',\n",
       " '社区运营',\n",
       " '策略运营',\n",
       " '专业服务',\n",
       " '微信公众号',\n",
       " '新媒体运营',\n",
       " '活动策划',\n",
       " '内容运营',\n",
       " '线上运营',\n",
       " '小红书平台',\n",
       " '抖音平台',\n",
       " '微信公众号',\n",
       " '新媒体运营',\n",
       " '短视频运营',\n",
       " '短视频拍摄',\n",
       " '视觉传达',\n",
       " '空间设计',\n",
       " '新媒体平台',\n",
       " '3C数码',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '平台运营',\n",
       " '短视频运营',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '文案',\n",
       " '社群运营',\n",
       " '教育新媒体',\n",
       " '新媒体运营',\n",
       " '市场策划',\n",
       " '营销策划',\n",
       " '软文',\n",
       " '新媒体运营',\n",
       " '软文',\n",
       " '新媒体运营',\n",
       " '文案',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '新媒体',\n",
       " '微信公众号',\n",
       " '线上运营',\n",
       " '微博平台',\n",
       " '小红书平台',\n",
       " '新闻类',\n",
       " '生活类',\n",
       " '美食类',\n",
       " '广告/传媒/文化',\n",
       " '旅游业',\n",
       " '新媒体运营',\n",
       " '渠道推广',\n",
       " '内容运营',\n",
       " '教育培训',\n",
       " '广告/传媒/文化',\n",
       " '娱乐类',\n",
       " '微博平台',\n",
       " '小红书平台',\n",
       " '抖音平台',\n",
       " 'B站平台',\n",
       " '消费品',\n",
       " '金融业',\n",
       " '线上运营',\n",
       " 'to C',\n",
       " '用户运营',\n",
       " '直播运营',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '汽车行业',\n",
       " '抖音平台',\n",
       " '视频类',\n",
       " '社群运营',\n",
       " '新媒体运营',\n",
       " '汉语',\n",
       " '网络营销',\n",
       " '市场推广',\n",
       " '新媒体运营',\n",
       " '渠道运营',\n",
       " '社群运营',\n",
       " '文案',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " '社交网站',\n",
       " '时政类',\n",
       " '网络广告',\n",
       " '社区/社群运营',\n",
       " '社交平台',\n",
       " 'IT/互联网/软件',\n",
       " '新媒体运营',\n",
       " '文案',\n",
       " '软文',\n",
       " '电商新媒体',\n",
       " '视频新媒体',\n",
       " '新媒体运营',\n",
       " '网络营销',\n",
       " '营销策划',\n",
       " '社群运营',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '文案',\n",
       " '市场策划',\n",
       " '渠道运营',\n",
       " '文案',\n",
       " '新媒体运营',\n",
       " '直播运营',\n",
       " '短视频运营',\n",
       " '财经资讯',\n",
       " '新媒体运营',\n",
       " '服装',\n",
       " '直播',\n",
       " '文案',\n",
       " '网络营销',\n",
       " '营销策划',\n",
       " '文案',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '文员',\n",
       " '新媒体运营',\n",
       " 'PS',\n",
       " 'UE4',\n",
       " '粉丝运营',\n",
       " '抖音平台',\n",
       " '自媒体平台',\n",
       " '抖音平台',\n",
       " '新媒体运营',\n",
       " '内容运营',\n",
       " '线上运营',\n",
       " 'to C',\n",
       " '微信平台',\n",
       " '抖音平台',\n",
       " '内容运营',\n",
       " '自媒体运营',\n",
       " '新媒体运营',\n",
       " '消费品',\n",
       " '时尚类',\n",
       " '线上运营',\n",
       " 'to C',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " '粉丝运营',\n",
       " '网络推广',\n",
       " '线上运营',\n",
       " '微博平台',\n",
       " '微信公众号',\n",
       " '今日头条平台',\n",
       " '快手平台',\n",
       " '网络推广',\n",
       " '新媒体运营',\n",
       " '社群运营',\n",
       " '平台运营',\n",
       " '内容运营',\n",
       " '抖音平台',\n",
       " '微信公众号',\n",
       " '新媒体运营',\n",
       " '网络推广',\n",
       " '微博平台',\n",
       " '小红书平台',\n",
       " '快手平台',\n",
       " '教师课程',\n",
       " '设计课程',\n",
       " '线上教育',\n",
       " '网络销售',\n",
       " '展厅销售\\t',\n",
       " '不出差',\n",
       " '新能源汽车',\n",
       " '新媒体平台',\n",
       " '自媒体平台',\n",
       " '小红书平台',\n",
       " '大众点评种草',\n",
       " '微博推广种草',\n",
       " '短视频运营',\n",
       " '内容运营',\n",
       " '渠道运营',\n",
       " '平台运营',\n",
       " '抖音平台',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " 'ip运营',\n",
       " '医生科普',\n",
       " '爆款',\n",
       " '涨粉',\n",
       " '护肤',\n",
       " '千川平台',\n",
       " '抖音平台',\n",
       " '巨量引擎平台',\n",
       " '电商运营',\n",
       " '新媒体运营',\n",
       " '建筑业',\n",
       " '房产类',\n",
       " '线上运营',\n",
       " '渠道运营',\n",
       " '平台运营',\n",
       " '用户运营',\n",
       " '新媒体运营',\n",
       " '线上运营',\n",
       " 'to C',\n",
       " '活动策划',\n",
       " '内容运营',\n",
       " '策略运营',\n",
       " '短视频运营',\n",
       " '新媒体运营',\n",
       " '粉丝运营',\n",
       " '社群运营',\n",
       " '用户运营',\n",
       " '品牌运营',\n",
       " '内容运营',\n",
       " '新媒体平台',\n",
       " '抖音平台',\n",
       " '微信公众号',\n",
       " '自媒体运营',\n",
       " '新媒体运营',\n",
       " '自媒体平台',\n",
       " '广告/传媒/文化',\n",
       " '文学类',\n",
       " '线上运营',\n",
       " '微信平台',\n",
       " '新媒体运营',\n",
       " '广告投放/流量运营',\n",
       " '网络推广',\n",
       " 'IT/互联网/软件',\n",
       " '家装类',\n",
       " '线上运营',\n",
       " 'to B',\n",
       " '抖音平台',\n",
       " '淘宝平台',\n",
       " '百度平台',\n",
       " 'IT/互联网/软件',\n",
       " '平台运营',\n",
       " '线上运营',\n",
       " 'to B',\n",
       " '小红书平台',\n",
       " '抖音平台',\n",
       " 'IT/互联网/软件',\n",
       " '广告/传媒/文化',\n",
       " '生活类',\n",
       " '新媒体运营',\n",
       " '产品运营',\n",
       " '微信公众号',\n",
       " '抖音平台',\n",
       " '快手平台',\n",
       " '微博平台',\n",
       " '新媒体运营',\n",
       " '短视频运营',\n",
       " '摄影类',\n",
       " '短视频运营',\n",
       " '视频类',\n",
       " '教育培训',\n",
       " 'IT/互联网/软件',\n",
       " '微博平台',\n",
       " '抖音平台',\n",
       " '粉丝运营',\n",
       " '内容运营',\n",
       " '抖音平台',\n",
       " '小红书平台',\n",
       " '用户运营',\n",
       " '新媒体运营',\n",
       " '粉丝运营',\n",
       " '美食类',\n",
       " '教育培训',\n",
       " '短视频运营',\n",
       " '搞笑类',\n",
       " '抖音平台',\n",
       " '小红书平台',\n",
       " '微博平台',\n",
       " '新媒体平台',\n",
       " '自媒体平台',\n",
       " '内容运营',\n",
       " '微信公众号',\n",
       " '短视频运营',\n",
       " '社群运营',\n",
       " '小红书平台',\n",
       " '抖音平台',\n",
       " '微信平台',\n",
       " '内容运营',\n",
       " '活动运营',\n",
       " '用户运营',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " '专业服务',\n",
       " '线上运营',\n",
       " '微信公众号',\n",
       " '抖音平台',\n",
       " '小红书平台',\n",
       " '文案',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '基金',\n",
       " '金融',\n",
       " '银行',\n",
       " '自媒体运营',\n",
       " '自媒体平台',\n",
       " '新媒体平台',\n",
       " '用户运营',\n",
       " '内容运营',\n",
       " '自媒体运营',\n",
       " '制造业',\n",
       " '抖音平台',\n",
       " '快手平台',\n",
       " '小红书平台',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '产品运营',\n",
       " '网站运营',\n",
       " '短视频运营',\n",
       " '网络推广',\n",
       " '专业服务',\n",
       " '线上运营',\n",
       " '小红书平台',\n",
       " '抖音平台',\n",
       " '新媒体运营',\n",
       " '内容运营',\n",
       " '社群运营',\n",
       " '渠道运营',\n",
       " '时尚新媒体',\n",
       " '新媒体运营',\n",
       " '推广引流',\n",
       " '用户运营',\n",
       " '信息流投放',\n",
       " '直播助理',\n",
       " '直播运营',\n",
       " '运营专员',\n",
       " '网络推广',\n",
       " '营销策划',\n",
       " '市场推广',\n",
       " '市场策划',\n",
       " '新媒体运营',\n",
       " '内容运营',\n",
       " '渠道运营',\n",
       " '广告创意',\n",
       " '文案',\n",
       " '社群运营',\n",
       " '文案',\n",
       " '新媒体',\n",
       " '内容运营',\n",
       " '网络推广',\n",
       " '生活类',\n",
       " '情感类',\n",
       " '线上运营',\n",
       " 'to C',\n",
       " '活动运营',\n",
       " '新闻类',\n",
       " '网络推广',\n",
       " '新媒体平台',\n",
       " '新媒体运营',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " '美食类',\n",
       " '线上运营',\n",
       " '抖音平台',\n",
       " '小红书平台',\n",
       " '微信公众号',\n",
       " '文案',\n",
       " '新媒体运营',\n",
       " '渠道运营',\n",
       " '文案',\n",
       " '新媒体运营',\n",
       " '平台运营',\n",
       " '传媒行业',\n",
       " '新媒体运营',\n",
       " '音乐类',\n",
       " '娱乐类',\n",
       " '微博平台',\n",
       " '文案',\n",
       " '网络营销',\n",
       " '营销策划',\n",
       " '文字编辑',\n",
       " '市场推广',\n",
       " '新闻类',\n",
       " '新媒体运营',\n",
       " '时尚类',\n",
       " '线上运营',\n",
       " '小红书平台',\n",
       " '抖音平台',\n",
       " 'B站平台',\n",
       " '微信公众号',\n",
       " '微信平台',\n",
       " '微博平台',\n",
       " '文案',\n",
       " '新媒体运营',\n",
       " '营销策划',\n",
       " '社群运营',\n",
       " '文案',\n",
       " '内容运营',\n",
       " '平台运营',\n",
       " '新媒体运营',\n",
       " '生活类',\n",
       " '线上运营',\n",
       " '微博平台',\n",
       " '微信公众号',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '活动运营',\n",
       " '二次元类',\n",
       " '教育培训',\n",
       " '动漫类',\n",
       " '线上运营',\n",
       " '小红书平台',\n",
       " '微博平台',\n",
       " 'B站平台',\n",
       " '新媒体运营',\n",
       " '营销策划',\n",
       " '新媒体平台',\n",
       " '文案',\n",
       " '网络营销',\n",
       " '营销策划',\n",
       " '社群运营',\n",
       " '新媒体运营',\n",
       " '小红书',\n",
       " '文案',\n",
       " '粉丝运营',\n",
       " '网络推广',\n",
       " '娱乐类',\n",
       " '线上运营',\n",
       " '抖音平台',\n",
       " '营销策划',\n",
       " '市场推广',\n",
       " '市场策划',\n",
       " '美食话题',\n",
       " '新媒体运营',\n",
       " '网店运营',\n",
       " '网络营销',\n",
       " '广告投放',\n",
       " '渠道运营',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '团建会务',\n",
       " '研学旅行',\n",
       " '活动执行',\n",
       " '文案',\n",
       " '软文',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '文案',\n",
       " '市场推广',\n",
       " '营销策划',\n",
       " '广告创意',\n",
       " '市场策划',\n",
       " '渠道运营',\n",
       " '网络营销',\n",
       " '内容运营',\n",
       " '网络营销',\n",
       " '广告投放',\n",
       " '文案',\n",
       " 'seo',\n",
       " 'b2c',\n",
       " '营销策划',\n",
       " '产品运营',\n",
       " '社群运营',\n",
       " '新媒体运营',\n",
       " '新媒体平台',\n",
       " '自媒体平台',\n",
       " '文案',\n",
       " '新媒体运营',\n",
       " '文字编辑',\n",
       " '外贸',\n",
       " '内容运营',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '市场策划',\n",
       " '文案',\n",
       " '新媒体运营',\n",
       " '教育新媒体',\n",
       " '营销策划',\n",
       " '新媒体运营',\n",
       " '广告创意',\n",
       " '广告投放',\n",
       " 'kol',\n",
       " '文案',\n",
       " '内容运营',\n",
       " '教育新媒体',\n",
       " '新媒体运营',\n",
       " '时政类',\n",
       " '品牌运营',\n",
       " '活动运营',\n",
       " '新媒体运营',\n",
       " 'IT/互联网/软件',\n",
       " '文案',\n",
       " '营销策划',\n",
       " '新媒体运营',\n",
       " '教育新媒体',\n",
       " '广告投放',\n",
       " 'sem',\n",
       " 'IT/互联网/软件',\n",
       " '自媒体平台',\n",
       " '网络营销',\n",
       " '市场推广',\n",
       " '文案',\n",
       " '营销策划',\n",
       " '社群运营',\n",
       " '渠道运营',\n",
       " '市场策划',\n",
       " '情感话题',\n",
       " '新媒体运营',\n",
       " '广告投放',\n",
       " '文案',\n",
       " '软文',\n",
       " '撰稿',\n",
       " '新媒体运营',\n",
       " '微信群运营',\n",
       " '文案',\n",
       " '策划',\n",
       " '写作',\n",
       " '摄制',\n",
       " '热点',\n",
       " '视频',\n",
       " '拍摄',\n",
       " '视频剪辑',\n",
       " '小视频',\n",
       " '平台运营',\n",
       " '旅游业',\n",
       " '小红书平台',\n",
       " '微博平台',\n",
       " '新媒体平台',\n",
       " '新媒体运营专员',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '社群运营',\n",
       " '用户运营',\n",
       " '内容运营',\n",
       " '活动运营',\n",
       " '社交平台',\n",
       " '文案',\n",
       " '网络营销',\n",
       " '市场推广',\n",
       " '社群运营',\n",
       " '新媒体运营',\n",
       " '教育新媒体',\n",
       " '内容运营',\n",
       " '时政类',\n",
       " '粉丝运营',\n",
       " '策略运营',\n",
       " '新媒体平台',\n",
       " '视频类',\n",
       " '品牌运营',\n",
       " '网站运营',\n",
       " '粉丝运营',\n",
       " '新媒体运营',\n",
       " '内容运营',\n",
       " '网店运营',\n",
       " '平台运营',\n",
       " '新媒体平台',\n",
       " '微信公众号',\n",
       " '文案策划',\n",
       " '平台运营',\n",
       " '文案策划',\n",
       " '活动策划',\n",
       " '营销策划',\n",
       " '营销活动',\n",
       " '消费品',\n",
       " '电子商务',\n",
       " '视频类',\n",
       " '脚本',\n",
       " '剪辑软件',\n",
       " '短视频拍摄',\n",
       " '文案策划',\n",
       " '短视频策划',\n",
       " '微信策划',\n",
       " '新媒体策划',\n",
       " '品牌策划',\n",
       " '网站策划',\n",
       " '新媒体',\n",
       " '网络媒体',\n",
       " '公众号',\n",
       " '广告/传媒/文化',\n",
       " '新媒体广告',\n",
       " '内容运营',\n",
       " '微信公众号',\n",
       " '销售管理',\n",
       " '客户管理',\n",
       " '网络销售',\n",
       " '电话销售',\n",
       " '大客户',\n",
       " 'to B',\n",
       " '渠道销售',\n",
       " '电子商务',\n",
       " '服饰类',\n",
       " '人工智能',\n",
       " '天猫平台',\n",
       " '电商平台',\n",
       " '文案',\n",
       " '电商直播',\n",
       " '线下运营',\n",
       " '抖音平台',\n",
       " '英语',\n",
       " '文案撰写',\n",
       " '文案策划',\n",
       " 'photoshop',\n",
       " 'premiere',\n",
       " '摄影',\n",
       " '平面设计',\n",
       " '社群运营',\n",
       " '用户运营',\n",
       " '渠道销售',\n",
       " 'to B',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " '内容运营',\n",
       " '用户运营',\n",
       " '新媒体运营',\n",
       " '网络营销',\n",
       " '本科',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '小红书平台',\n",
       " '直播平台',\n",
       " '抖音平台',\n",
       " '大专',\n",
       " '新媒体运营',\n",
       " '网络推广',\n",
       " '电商运营',\n",
       " 'IT/互联网/软件',\n",
       " '电子商务',\n",
       " '业务运营',\n",
       " '平台运营',\n",
       " '数据分析',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '网络推广',\n",
       " '电商运营',\n",
       " 'IT/互联网/软件',\n",
       " '电子商务',\n",
       " '业务运营',\n",
       " '平台运营',\n",
       " '数据分析',\n",
       " '本科',\n",
       " '本科',\n",
       " '动漫类',\n",
       " '微信公众号',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '广告/传媒/文化',\n",
       " 'to B',\n",
       " '微信平台',\n",
       " '小红书平台',\n",
       " '本科',\n",
       " '本科',\n",
       " '市场推广',\n",
       " '渠道推广',\n",
       " '市场调研分析',\n",
       " '活动策划',\n",
       " '公众号',\n",
       " '大专',\n",
       " '渠道销售',\n",
       " '本科',\n",
       " '内容运营',\n",
       " '数码产品',\n",
       " '新媒体运营',\n",
       " '本科',\n",
       " '品牌运营',\n",
       " '广告/传媒/文化',\n",
       " '本科',\n",
       " '活动策划',\n",
       " '新媒体',\n",
       " 'PS',\n",
       " 'AI',\n",
       " '视频剪辑',\n",
       " '本科',\n",
       " '本科',\n",
       " '管理思维',\n",
       " '业务管理',\n",
       " '吃苦耐劳',\n",
       " '快消品',\n",
       " '晋升空间大',\n",
       " '重点培养',\n",
       " '沟通能力',\n",
       " '组织协调',\n",
       " '本科',\n",
       " '跨境电商',\n",
       " '电子商务',\n",
       " '保险产品设计',\n",
       " '俄语',\n",
       " '本科',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '自媒体运营',\n",
       " '制造业',\n",
       " '科技类',\n",
       " '线上运营',\n",
       " '线下运营',\n",
       " 'to B',\n",
       " '微信公众号',\n",
       " '抖音平台',\n",
       " '大专',\n",
       " '云平台运维',\n",
       " '本科',\n",
       " '云平台运维',\n",
       " '本科',\n",
       " '用户运营',\n",
       " '内容审核',\n",
       " '产品运营',\n",
       " '社区运营',\n",
       " '微信平台',\n",
       " 'to C',\n",
       " '线上运营',\n",
       " '本科',\n",
       " '公关服务',\n",
       " '经济学',\n",
       " '公众号',\n",
       " '市场洞察',\n",
       " '汉语',\n",
       " '广告行业',\n",
       " '本科',\n",
       " '公关策划',\n",
       " '公益活动',\n",
       " '学历不限',\n",
       " '本科',\n",
       " '新闻类',\n",
       " '新媒体运营',\n",
       " '活动策划',\n",
       " '微信公众号',\n",
       " '大专',\n",
       " '社群运营',\n",
       " '平台运营',\n",
       " '用户运营',\n",
       " '新媒体运营',\n",
       " '本科',\n",
       " '本科',\n",
       " '文案策划',\n",
       " '短视频策划',\n",
       " '本科',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '活动运营',\n",
       " '策略运营',\n",
       " '用户运营',\n",
       " '数据分析',\n",
       " '本科',\n",
       " '活动策划',\n",
       " '自媒体策划',\n",
       " '新媒体策划',\n",
       " '文案策划',\n",
       " '微信策划',\n",
       " '会议策划',\n",
       " '展览活动',\n",
       " '公众号',\n",
       " '门户网站',\n",
       " '自媒体',\n",
       " '3个月',\n",
       " '提供转正',\n",
       " '本科',\n",
       " '商业产品',\n",
       " '计算机软件',\n",
       " 'to B',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '墨刀',\n",
       " '本科',\n",
       " '新媒体运营',\n",
       " '3个月',\n",
       " '本科',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '小红书平台',\n",
       " '抖音平台',\n",
       " '小程序',\n",
       " '微信公众号',\n",
       " '3个月',\n",
       " ...]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_labels_list =[ j for i in df_PM_sx['job.labels'].apply(lambda x:eval(x)).tolist()for j in i]\n",
    "job_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "dc7ad01c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "199"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#统计每个label的个数\n",
    "job_labels_list.count('内容运营')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "48fdda2d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('短视频策划', 6),\n",
       " ('App品牌招商', 1),\n",
       " ('b2c', 1),\n",
       " ('直播助理', 1),\n",
       " ('内容活动运营', 1),\n",
       " ('抖音平台运营', 1),\n",
       " ('研学旅行', 1),\n",
       " ('政务类', 1),\n",
       " ('制造业', 3),\n",
       " ('品牌设计', 1),\n",
       " ('二次元类', 1),\n",
       " ('网络媒介', 1),\n",
       " ('视频内容运营', 2),\n",
       " ('客户服务', 1),\n",
       " ('小红书运营', 2),\n",
       " ('2023届', 1),\n",
       " ('制度制定', 1),\n",
       " ('翻译', 1),\n",
       " ('家居类', 2),\n",
       " ('提供转正', 26),\n",
       " ('ip运营', 1),\n",
       " ('新闻宣传', 1),\n",
       " ('内容运营', 199),\n",
       " ('空间设计', 1),\n",
       " ('大众点评种草', 1),\n",
       " ('政府/社会服务', 3),\n",
       " ('后期剪辑', 1),\n",
       " ('云平台运维', 2),\n",
       " ('视频自媒体', 2),\n",
       " ('精益创新', 1),\n",
       " ('增粉', 1),\n",
       " ('薪资规划', 1),\n",
       " ('传统媒介', 1),\n",
       " ('协作共创', 1),\n",
       " ('市场拓展', 3),\n",
       " ('效果评估', 1),\n",
       " ('线上教育', 1),\n",
       " ('物料设计', 1),\n",
       " ('产品运营', 36),\n",
       " ('直播运营', 15),\n",
       " ('抖音', 8),\n",
       " ('活动执行', 2),\n",
       " ('门店销售', 5),\n",
       " ('用户运营', 52),\n",
       " ('公关文案', 1),\n",
       " ('KOL投放', 1),\n",
       " ('女装运营', 1),\n",
       " ('图文类', 1),\n",
       " ('房产类', 3),\n",
       " ('公关服务', 1),\n",
       " ('广告媒介', 2),\n",
       " ('实习期', 1),\n",
       " ('视觉传达', 1),\n",
       " ('情感类', 4),\n",
       " ('摄影类', 3),\n",
       " ('B站', 3),\n",
       " ('SEO/SEM运营', 1),\n",
       " ('豆瓣', 1),\n",
       " ('文案策划', 20),\n",
       " ('音乐类', 1),\n",
       " ('产品推广', 1),\n",
       " ('外星人', 1),\n",
       " ('MCN运营', 1),\n",
       " ('团队管理', 3),\n",
       " ('销售管理', 3),\n",
       " ('邀约面谈', 1),\n",
       " ('法律类', 1),\n",
       " ('短视频类', 1),\n",
       " ('粤语', 1),\n",
       " ('抖音快手', 1),\n",
       " ('内容营销', 1),\n",
       " ('网站运营', 16),\n",
       " ('B站运营', 1),\n",
       " ('管理学', 1),\n",
       " ('网络广告', 1),\n",
       " ('医生助理', 1),\n",
       " ('展厅销售\\t', 3),\n",
       " ('外呼客服', 1),\n",
       " ('理学', 1),\n",
       " ('内容运营管理', 1),\n",
       " ('用户促活', 2),\n",
       " ('教育培训', 22),\n",
       " ('管培生', 1),\n",
       " ('公众号编辑', 1),\n",
       " ('seo', 2),\n",
       " ('内容策划', 3),\n",
       " ('摄制', 1),\n",
       " ('京东平台', 1),\n",
       " ('Photoshop', 1),\n",
       " ('游戏行业', 5),\n",
       " ('市场调研分析', 1),\n",
       " ('选题策划', 1),\n",
       " ('硕士', 2),\n",
       " ('ae', 1),\n",
       " ('创意设计', 2),\n",
       " ('中专/中技', 1),\n",
       " ('新媒体运营', 453),\n",
       " ('剪辑', 1),\n",
       " ('企业文化管理', 1),\n",
       " ('平台运营', 76),\n",
       " ('AI', 1),\n",
       " ('微信小程序', 1),\n",
       " ('小程序矩阵', 1),\n",
       " ('直播主持', 1),\n",
       " ('运营助理', 1),\n",
       " ('小程序运营', 3),\n",
       " ('计算机软件', 1),\n",
       " ('营销管理咨询', 1),\n",
       " ('快手', 2),\n",
       " ('身心健康', 1),\n",
       " ('超极推荐', 1),\n",
       " ('网感十足', 1),\n",
       " ('装饰装修', 1),\n",
       " ('微博推广种草', 1),\n",
       " ('拍摄', 1),\n",
       " ('企管咨询', 1),\n",
       " ('数字化咨询', 1),\n",
       " ('premiere', 1),\n",
       " ('转化', 1),\n",
       " ('广告行业', 1),\n",
       " ('会议策划', 1),\n",
       " ('文案输出', 1),\n",
       " ('品牌运营推广', 1),\n",
       " ('市场运营', 11),\n",
       " ('敏捷管理', 1),\n",
       " ('广告公司', 1),\n",
       " ('时尚类', 9),\n",
       " ('脚本', 1),\n",
       " ('撰稿', 1),\n",
       " ('晋升空间大', 1),\n",
       " ('市场推广', 26),\n",
       " ('抖店运营', 1),\n",
       " ('平面设计', 2),\n",
       " ('KOL', 3),\n",
       " ('新媒体文案', 4),\n",
       " ('增长黑客', 1),\n",
       " ('小红书', 5),\n",
       " ('旅游新媒体', 1),\n",
       " ('绩效考核', 1),\n",
       " ('客户管理', 6),\n",
       " ('百家号平台', 3),\n",
       " ('品牌推广', 4),\n",
       " ('电子/通信/硬件', 1),\n",
       " ('图文排版', 1),\n",
       " ('种草', 1),\n",
       " ('汉语', 2),\n",
       " ('公文稿件', 1),\n",
       " ('Alienware', 1),\n",
       " ('面销', 5),\n",
       " ('贸易/进出口', 1),\n",
       " ('抖音平台', 107),\n",
       " ('商业产品', 1),\n",
       " ('运营', 1),\n",
       " ('互联网+央企内宣', 1),\n",
       " ('智慧城市', 1),\n",
       " ('Illustrator', 1),\n",
       " ('蓝V', 2),\n",
       " ('推广', 1),\n",
       " ('学习机会多', 1),\n",
       " ('美食新媒体', 1),\n",
       " ('运营专员', 3),\n",
       " ('运营管理', 1),\n",
       " ('短视频', 6),\n",
       " ('用户研究', 1),\n",
       " ('店铺运营', 1),\n",
       " ('写作', 1),\n",
       " ('小红书种草', 1),\n",
       " ('用户转化', 3),\n",
       " ('视频类', 23),\n",
       " ('实习', 1),\n",
       " ('外贸', 2),\n",
       " ('4A公司背景', 1),\n",
       " ('保险产品设计', 1),\n",
       " ('项目管理', 2),\n",
       " ('百度平台', 3),\n",
       " ('微信商城运营', 2),\n",
       " ('品牌公关', 1),\n",
       " ('数字化创新', 1),\n",
       " ('新能源汽车', 4),\n",
       " ('薪酬', 1),\n",
       " ('文案编辑', 1),\n",
       " ('企业培训服务', 1),\n",
       " ('医疗公众号运营', 2),\n",
       " ('护肤行业', 1),\n",
       " ('广告投放', 13),\n",
       " ('B站平台', 10),\n",
       " ('电商活动运营', 1),\n",
       " ('信息流优化', 2),\n",
       " ('云计算/大数据', 3),\n",
       " ('数据运营', 21),\n",
       " ('体育类', 2),\n",
       " ('团队建设', 1),\n",
       " ('食品饮料', 2),\n",
       " ('品牌策划', 6),\n",
       " ('汽车行业', 8),\n",
       " ('爆款', 1),\n",
       " ('自媒体推广', 1),\n",
       " ('商业活动', 1),\n",
       " ('设计咨询', 1),\n",
       " ('消费品', 12),\n",
       " ('视频拍摄', 3),\n",
       " ('剪辑软件', 1),\n",
       " ('视频制作', 1),\n",
       " ('快消品类', 1),\n",
       " ('传媒行业', 1),\n",
       " ('市场开发', 1),\n",
       " ('民宿', 1),\n",
       " ('策略运营', 37),\n",
       " ('策划', 3),\n",
       " ('视频', 1),\n",
       " ('游戏编辑', 1),\n",
       " ('豆瓣平台', 1),\n",
       " ('粉丝内容运营', 1),\n",
       " ('金融业', 5),\n",
       " ('软文推广', 1),\n",
       " ('能源/环保/化工', 2),\n",
       " ('视频新媒体', 2),\n",
       " ('心理健康', 1),\n",
       " ('教育新媒体', 9),\n",
       " ('短视频脚本策划', 1),\n",
       " ('服装行业经验', 1),\n",
       " ('社交网站', 1),\n",
       " ('科技类', 3),\n",
       " ('媒介媒体', 3),\n",
       " ('商务公关', 1),\n",
       " ('朋友圈运营', 1),\n",
       " ('客车', 2),\n",
       " ('活动文案', 2),\n",
       " ('官微官博运营', 1),\n",
       " ('抖音商务', 1),\n",
       " ('视觉设计', 1),\n",
       " ('媒体传播', 1),\n",
       " ('留学教育', 1),\n",
       " ('产品调研', 1),\n",
       " ('宠物电商', 1),\n",
       " ('抖音 运营', 1),\n",
       " ('设计', 1),\n",
       " ('新闻类', 17),\n",
       " ('裂变', 1),\n",
       " ('Axure', 1),\n",
       " ('生活类', 14),\n",
       " ('门店管理', 1),\n",
       " ('自媒体策划', 2),\n",
       " ('文员', 1),\n",
       " ('教师课程', 1),\n",
       " ('广告创意', 8),\n",
       " ('活动策划', 36),\n",
       " ('财经资讯', 1),\n",
       " ('营销策划', 38),\n",
       " ('kol媒介', 1),\n",
       " ('新媒体平台', 93),\n",
       " ('热点', 2),\n",
       " ('千川平台', 1),\n",
       " ('生活服务', 1),\n",
       " ('渠道拓展', 1),\n",
       " ('会展推广', 1),\n",
       " ('组织协调', 1),\n",
       " ('游戏运营', 1),\n",
       " ('上升空间大', 1),\n",
       " ('餐饮业', 1),\n",
       " ('服装', 1),\n",
       " ('民航业', 1),\n",
       " ('PS', 3),\n",
       " ('CorelDRAW', 1),\n",
       " ('服饰类', 2),\n",
       " ('线上运营', 92),\n",
       " ('3C数码', 1),\n",
       " ('数字化', 1),\n",
       " ('今日头条平台', 8),\n",
       " ('微信策划', 4),\n",
       " ('旅游业', 5),\n",
       " ('网店运营', 5),\n",
       " ('视频创意', 1),\n",
       " ('多方位发展', 1),\n",
       " ('快手平台', 30),\n",
       " ('公益活动', 1),\n",
       " ('达人', 1),\n",
       " ('新媒体运营总监', 1),\n",
       " ('广告投放/流量运营', 27),\n",
       " ('创新咨询', 1),\n",
       " ('微信推广', 1),\n",
       " ('运营规划', 4),\n",
       " ('企业管理咨询', 1),\n",
       " ('企业文化', 1),\n",
       " ('财经类', 1),\n",
       " ('2个月', 4),\n",
       " ('家装类', 3),\n",
       " ('数码产品', 1),\n",
       " ('电视媒介', 1),\n",
       " ('6个月', 9),\n",
       " ('会员运营', 1),\n",
       " ('活动公关', 1),\n",
       " ('冥想', 1),\n",
       " ('漫展', 1),\n",
       " ('互联网+咨询', 1),\n",
       " ('金融', 1),\n",
       " ('汽车媒体', 1),\n",
       " ('线下运营', 18),\n",
       " ('专业服务', 8),\n",
       " ('网络媒体', 1),\n",
       " ('线上线下相结合', 1),\n",
       " ('内容审核', 1),\n",
       " ('新车', 3),\n",
       " ('得物', 2),\n",
       " ('知乎平台', 10),\n",
       " ('品牌管理', 1),\n",
       " ('编辑', 3),\n",
       " ('文案', 76),\n",
       " ('公关策划', 1),\n",
       " ('短视频脚本', 1),\n",
       " ('品牌文案', 1),\n",
       " ('吃苦耐劳', 1),\n",
       " ('庆典活动', 2),\n",
       " ('招商销售', 1),\n",
       " ('流量提升', 1),\n",
       " ('业务运营', 2),\n",
       " ('线上推广', 2),\n",
       " ('可接受无经验实习', 1),\n",
       " ('编导', 1),\n",
       " ('运营推广', 4),\n",
       " ('宠物寄养', 1),\n",
       " ('自媒体运营', 100),\n",
       " ('11个月', 1),\n",
       " ('方法论实践', 1),\n",
       " ('门户网站', 2),\n",
       " ('自媒体平台', 71),\n",
       " ('影视摄影', 1),\n",
       " ('推广引流', 1),\n",
       " ('公众号运营', 4),\n",
       " ('网络销售', 3),\n",
       " ('录入/文员', 1),\n",
       " ('拉新', 1),\n",
       " ('健康类', 2),\n",
       " ('IT/互联网/软件', 32),\n",
       " ('用户留存', 1),\n",
       " ('母婴行业', 2),\n",
       " ('媒介策划', 1),\n",
       " ('广告文案', 1),\n",
       " ('不出差', 6),\n",
       " ('广告策划', 3),\n",
       " ('电商视频', 1),\n",
       " ('重点培养', 1),\n",
       " ('AI产品', 1),\n",
       " ('脚本编辑', 1),\n",
       " ('企业用户', 1),\n",
       " ('广告/传媒/文化', 34),\n",
       " ('直播平台', 4),\n",
       " ('基金', 1),\n",
       " ('销售培训', 1),\n",
       " ('渠道推广', 8),\n",
       " ('小红书平台', 85),\n",
       " ('金融领域', 1),\n",
       " ('社区活动运营', 1),\n",
       " ('市场策划', 24),\n",
       " ('支付产品', 1),\n",
       " ('社区运营', 8),\n",
       " ('电话销售', 2),\n",
       " ('媒介', 2),\n",
       " ('动漫类', 3),\n",
       " ('宠物医生', 1),\n",
       " ('银行', 1),\n",
       " ('to B', 27),\n",
       " ('广告设计', 1),\n",
       " ('软文撰写', 2),\n",
       " ('个人用户', 1),\n",
       " ('涨粉', 1),\n",
       " ('服装/纺织/皮革', 5),\n",
       " ('医疗新媒体', 2),\n",
       " ('软文', 9),\n",
       " ('制药/医疗', 5),\n",
       " ('市场营销', 8),\n",
       " ('信息流投放', 10),\n",
       " ('大客户', 5),\n",
       " ('上门拜访/面销', 1),\n",
       " ('直播', 2),\n",
       " ('美妆类', 1),\n",
       " ('短视频内容', 1),\n",
       " ('战略咨询', 1),\n",
       " ('快消品', 2),\n",
       " ('公众号', 6),\n",
       " ('to G', 1),\n",
       " ('意外险', 2),\n",
       " ('营销推广', 3),\n",
       " ('文学类', 5),\n",
       " ('微信公众号', 84),\n",
       " ('ps', 2),\n",
       " ('拍摄剪辑', 3),\n",
       " ('宠物行业', 1),\n",
       " ('国际类', 1),\n",
       " ('微信平台', 26),\n",
       " ('美食类', 8),\n",
       " ('投放平台', 2),\n",
       " ('社交平台', 5),\n",
       " ('摄影/录像', 1),\n",
       " ('医生科普', 1),\n",
       " ('视频文案', 2),\n",
       " ('品牌宣传', 1),\n",
       " ('自媒体编辑', 3),\n",
       " ('方案设计策划', 1),\n",
       " ('店员', 1),\n",
       " ('策划运营', 1),\n",
       " ('设计思维', 1),\n",
       " ('O2O', 1),\n",
       " ('新媒体', 25),\n",
       " ('抖音运营', 6),\n",
       " ('脚本撰写', 1),\n",
       " ('带货运营', 1),\n",
       " ('设计课程', 1),\n",
       " ('品牌商务', 1),\n",
       " ('短视频拍摄', 5),\n",
       " ('短视频推广', 1),\n",
       " ('巨量引擎平台', 1),\n",
       " ('社群运营', 54),\n",
       " ('to C', 37),\n",
       " ('户外媒介', 1),\n",
       " ('短视频运营', 70),\n",
       " ('电商新媒体', 2),\n",
       " ('自媒体', 7),\n",
       " ('taptap', 1),\n",
       " ('运营策划', 1),\n",
       " ('策划选题', 1),\n",
       " ('导购', 1),\n",
       " ('摄影', 1),\n",
       " ('客户维护', 1),\n",
       " ('墨刀', 1),\n",
       " ('品牌运营', 35),\n",
       " ('人工智能', 2),\n",
       " ('宣传片编辑', 1),\n",
       " ('社交媒介', 1),\n",
       " ('数据分析', 26),\n",
       " ('英语', 2),\n",
       " ('环保/化工', 1),\n",
       " ('文字编辑', 3),\n",
       " ('渠道销售', 7),\n",
       " ('推广数据运营', 1),\n",
       " ('引流拉新', 4),\n",
       " ('传媒', 1),\n",
       " ('sem', 1),\n",
       " ('媒介公关', 1),\n",
       " ('好玩，创新', 1),\n",
       " ('网站策划', 1),\n",
       " ('媒体工具', 1),\n",
       " ('批发/零售', 5),\n",
       " ('网络营销', 26),\n",
       " ('客户沟通协调', 1),\n",
       " ('能源行业', 1),\n",
       " ('业务管理', 1),\n",
       " ('社交媒体', 4),\n",
       " ('用户调研', 1),\n",
       " ('kol', 9),\n",
       " ('社区/社群运营', 4),\n",
       " ('视频剪辑', 11),\n",
       " ('引流', 2),\n",
       " ('视频运营', 1),\n",
       " ('沟通能力', 1),\n",
       " ('市场洞察', 5),\n",
       " ('动画设计', 1),\n",
       " ('抖音编导', 1),\n",
       " ('潮流', 1),\n",
       " ('俄语', 1),\n",
       " ('展览活动', 1),\n",
       " ('线上投放经验', 1),\n",
       " ('Facebook平台', 1),\n",
       " ('品牌活动', 6),\n",
       " ('电商运营', 22),\n",
       " ('天猫平台', 4),\n",
       " ('短视频编辑', 1),\n",
       " ('公众号运营维护', 1),\n",
       " ('剧本编剧', 1),\n",
       " ('情感话题', 1),\n",
       " ('电商平台', 3),\n",
       " ('渠道运营', 34),\n",
       " ('电子商务', 26),\n",
       " ('产品研发', 1),\n",
       " ('二次元', 1),\n",
       " ('UE4', 1),\n",
       " ('整体运营', 2),\n",
       " ('大专', 27),\n",
       " ('美术编辑', 1),\n",
       " ('房产编辑', 1),\n",
       " ('新媒体策划', 7),\n",
       " ('4个月', 1),\n",
       " ('软件行业', 2),\n",
       " ('保险行业', 2),\n",
       " ('管理思维', 1),\n",
       " ('跨境电商', 1),\n",
       " ('视频内容', 1),\n",
       " ('电商直播', 2),\n",
       " ('旅游产品', 1),\n",
       " ('时政类', 6),\n",
       " ('运营管理咨询', 1),\n",
       " ('财经编辑', 1),\n",
       " ('媒介投放', 1),\n",
       " ('微信群运营', 3),\n",
       " ('互联网大党建', 1),\n",
       " ('美食话题', 1),\n",
       " ('学历不限', 7),\n",
       " ('原创', 1),\n",
       " ('服务业', 1),\n",
       " ('本科', 67),\n",
       " ('文化传媒', 1),\n",
       " ('微博平台', 41),\n",
       " ('淘宝平台', 3),\n",
       " ('团建会务', 1),\n",
       " ('教育', 1),\n",
       " ('活动运营', 39),\n",
       " ('服装电商运营', 1),\n",
       " ('小视频', 1),\n",
       " ('新媒体运营专员', 1),\n",
       " ('品牌咨询', 1),\n",
       " ('3个月', 33),\n",
       " ('娱乐类', 8),\n",
       " ('搞笑类', 3),\n",
       " ('人力资源经验', 1),\n",
       " ('新媒体广告', 5),\n",
       " ('直通车', 1),\n",
       " ('产品规划', 1),\n",
       " ('app推广', 1),\n",
       " ('线上媒介', 1),\n",
       " ('营养研发', 1),\n",
       " ('粉丝运营', 45),\n",
       " ('营销活动', 5),\n",
       " ('旅游行业', 1),\n",
       " ('岗位配置招聘', 1),\n",
       " ('视频编辑', 2),\n",
       " ('新媒体编辑', 1),\n",
       " ('精英团队', 1),\n",
       " ('餐饮 生鲜 品牌', 1),\n",
       " ('Visio', 1),\n",
       " ('时尚新媒体', 1),\n",
       " ('影视视频编辑', 1),\n",
       " ('网页制作', 1),\n",
       " ('内容创作', 1),\n",
       " ('抖音、小红书运营', 1),\n",
       " ('网络推广', 37),\n",
       " ('培训管理', 1),\n",
       " ('电商文案', 1),\n",
       " ('photoshop', 2),\n",
       " ('线下活动运营', 1),\n",
       " ('小红书、抖音运营', 1),\n",
       " ('出版发行', 1),\n",
       " ('新媒体营销', 1),\n",
       " ('招聘', 1),\n",
       " ('小程序', 1),\n",
       " ('文案撰写', 3),\n",
       " ('建筑业', 1),\n",
       " ('经济学', 3),\n",
       " ('项目运营管理', 1),\n",
       " ('私域运营', 1),\n",
       " ('护肤', 1)]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#统计每个label的个数\n",
    "#词数摘选\n",
    "[(i,job_labels_list.count(i)) for i in set(job_labels_list)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "192d9b3e",
   "metadata": {},
   "outputs": [
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       "                {\n",
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       "                {\n",
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       "                {\n",
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       "            \"show\": true,\n",
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       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
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       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
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       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u65b0\\u5a92\\u4f53\\u8fd0\\u8425\\u5c97\\u4f4d\\u5206\\u6790\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
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       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
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       "            \"textStyle\": {\n",
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       "};\n",
       "                chart_4274983b031b4db6add70f4d0df0e2ca.setOption(option_4274983b031b4db6add70f4d0df0e2ca);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x240d50c5310>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "\n",
    "\n",
    "\n",
    "data = [\n",
    "    ('短视频策划', 6),\n",
    " ('App品牌招商', 1),\n",
    " ('b2c', 1),\n",
    " ('直播助理', 1),\n",
    " ('内容活动运营', 1),\n",
    " ('抖音平台运营', 1),\n",
    " ('研学旅行', 1),\n",
    " ('政务类', 1),\n",
    " ('制造业', 3),\n",
    " ('品牌设计', 1),\n",
    " ('二次元类', 1),\n",
    " ('网络媒介', 1),\n",
    " ('视频内容运营', 2),\n",
    " ('客户服务', 1),\n",
    " ('小红书运营', 2),\n",
    " ('2023届', 1),\n",
    " ('制度制定', 1),\n",
    " ('翻译', 1),\n",
    " ('家居类', 2),\n",
    " ('提供转正', 26),\n",
    " ('ip运营', 1),\n",
    " ('新闻宣传', 1),\n",
    " ('内容运营', 199),\n",
    " ('空间设计', 1),\n",
    " ('大众点评种草', 1),\n",
    " ('政府/社会服务', 3),\n",
    " ('后期剪辑', 1),\n",
    " ('云平台运维', 2),\n",
    " ('视频自媒体', 2),\n",
    " ('精益创新', 1),\n",
    " ('增粉', 1),\n",
    " ('薪资规划', 1),\n",
    " ('传统媒介', 1),\n",
    " ('协作共创', 1),\n",
    " ('市场拓展', 3),\n",
    " ('效果评估', 1),\n",
    " ('线上教育', 1),\n",
    " ('物料设计', 1),\n",
    " ('产品运营', 36),\n",
    " ('直播运营', 15),\n",
    " ('抖音', 8),\n",
    " ('活动执行', 2),\n",
    " ('门店销售', 5),\n",
    " ('用户运营', 52),\n",
    " ('公关文案', 1),\n",
    " ('KOL投放', 1),\n",
    " ('女装运营', 1),\n",
    " ('图文类', 1),\n",
    " ('房产类', 3),\n",
    " ('公关服务', 1),\n",
    " ('广告媒介', 2),\n",
    " ('实习期', 1),\n",
    " ('视觉传达', 1),\n",
    " ('情感类', 4),\n",
    " ('摄影类', 3),\n",
    " ('B站', 3),\n",
    " ('SEO/SEM运营', 1),\n",
    " ('豆瓣', 1),\n",
    " ('文案策划', 20),\n",
    " ('音乐类', 1),\n",
    " ('产品推广', 1),\n",
    " ('外星人', 1),\n",
    " ('MCN运营', 1),\n",
    " ('团队管理', 3),\n",
    " ('销售管理', 3),\n",
    " ('邀约面谈', 1),\n",
    " ('法律类', 1),\n",
    " ('短视频类', 1),\n",
    " ('粤语', 1),\n",
    " ('抖音快手', 1),\n",
    " ('内容营销', 1),\n",
    " ('网站运营', 16),\n",
    " ('B站运营', 1),\n",
    " ('管理学', 1),\n",
    " ('网络广告', 1),\n",
    " ('医生助理', 1),\n",
    " ('展厅销售\\t', 3),\n",
    " ('外呼客服', 1),\n",
    " ('理学', 1),\n",
    " ('内容运营管理', 1),\n",
    " ('用户促活', 2),\n",
    " ('教育培训', 22),\n",
    " ('管培生', 1),\n",
    " ('公众号编辑', 1),\n",
    " ('seo', 2),\n",
    " ('内容策划', 3),\n",
    " ('摄制', 1),\n",
    " ('京东平台', 1),\n",
    " ('Photoshop', 1),\n",
    " ('游戏行业', 5),\n",
    " ('市场调研分析', 1),\n",
    " ('选题策划', 1),\n",
    " ('硕士', 2),\n",
    " ('ae', 1),\n",
    " ('创意设计', 2),\n",
    " ('中专/中技', 1),\n",
    " ('新媒体运营', 453),\n",
    " ('剪辑', 1),\n",
    " ('企业文化管理', 1),\n",
    " ('平台运营', 76),\n",
    " ('AI', 1),\n",
    " ('微信小程序', 1),\n",
    " ('小程序矩阵', 1),\n",
    " ('直播主持', 1),\n",
    " ('运营助理', 1),\n",
    " ('小程序运营', 3),\n",
    " ('计算机软件', 1),\n",
    " ('营销管理咨询', 1),\n",
    " ('快手', 2),\n",
    " ('身心健康', 1),\n",
    " ('超极推荐', 1),\n",
    " ('网感十足', 1),\n",
    " ('装饰装修', 1),\n",
    " ('微博推广种草', 1),\n",
    " ('拍摄', 1),\n",
    " ('企管咨询', 1),\n",
    " ('数字化咨询', 1),\n",
    " ('premiere', 1),\n",
    " ('转化', 1),\n",
    " ('广告行业', 1),\n",
    " ('会议策划', 1),\n",
    " ('文案输出', 1),\n",
    " ('品牌运营推广', 1),\n",
    " ('市场运营', 11),\n",
    " ('敏捷管理', 1),\n",
    " ('广告公司', 1),\n",
    " ('时尚类', 9),\n",
    " ('脚本', 1),\n",
    " ('撰稿', 1),\n",
    " ('晋升空间大', 1),\n",
    " ('市场推广', 26),\n",
    " ('抖店运营', 1),\n",
    " ('平面设计', 2),\n",
    " ('KOL', 3),\n",
    " ('新媒体文案', 4),\n",
    " ('增长黑客', 1),\n",
    " ('小红书', 5),\n",
    " ('旅游新媒体', 1),\n",
    " ('绩效考核', 1),\n",
    " ('客户管理', 6),\n",
    " ('百家号平台', 3),\n",
    " ('品牌推广', 4),\n",
    " ('电子/通信/硬件', 1),\n",
    " ('图文排版', 1),\n",
    " ('种草', 1),\n",
    " ('汉语', 2),\n",
    " ('公文稿件', 1),\n",
    " ('Alienware', 1),\n",
    " ('面销', 5),\n",
    " ('贸易/进出口', 1),\n",
    " ('抖音平台', 107),\n",
    " ('商业产品', 1),\n",
    " ('运营', 1),\n",
    " ('互联网+央企内宣', 1),\n",
    " ('智慧城市', 1),\n",
    " ('Illustrator', 1),\n",
    " ('蓝V', 2),\n",
    " ('推广', 1),\n",
    " ('学习机会多', 1),\n",
    " ('美食新媒体', 1),\n",
    " ('运营专员', 3),\n",
    " ('运营管理', 1),\n",
    " ('短视频', 6),\n",
    " ('用户研究', 1),\n",
    " ('店铺运营', 1),\n",
    " ('写作', 1),\n",
    " ('小红书种草', 1),\n",
    " ('用户转化', 3),\n",
    " ('视频类', 23),\n",
    " ('实习', 1),\n",
    " ('外贸', 2),\n",
    " ('4A公司背景', 1),\n",
    " ('保险产品设计', 1),\n",
    " ('项目管理', 2),\n",
    " ('百度平台', 3),\n",
    " ('微信商城运营', 2),\n",
    " ('品牌公关', 1),\n",
    " ('数字化创新', 1),\n",
    " ('新能源汽车', 4),\n",
    " ('薪酬', 1),\n",
    " ('文案编辑', 1),\n",
    " ('企业培训服务', 1),\n",
    " ('医疗公众号运营', 2),\n",
    " ('护肤行业', 1),\n",
    " ('广告投放', 13),\n",
    " ('B站平台', 10),\n",
    " ('电商活动运营', 1),\n",
    " ('信息流优化', 2),\n",
    " ('云计算/大数据', 3),\n",
    " ('数据运营', 21),\n",
    " ('体育类', 2),\n",
    " ('团队建设', 1),\n",
    " ('食品饮料', 2),\n",
    " ('品牌策划', 6),\n",
    " ('汽车行业', 8),\n",
    " ('爆款', 1),\n",
    " ('自媒体推广', 1),\n",
    " ('商业活动', 1),\n",
    " ('设计咨询', 1),\n",
    " ('消费品', 12),\n",
    " ('视频拍摄', 3),\n",
    " ('剪辑软件', 1),\n",
    " ('视频制作', 1),\n",
    " ('快消品类', 1),\n",
    " ('传媒行业', 1),\n",
    " ('市场开发', 1),\n",
    " ('民宿', 1),\n",
    " ('策略运营', 37),\n",
    " ('策划', 3),\n",
    " ('视频', 1),\n",
    " ('游戏编辑', 1),\n",
    " ('豆瓣平台', 1),\n",
    " ('粉丝内容运营', 1),\n",
    " ('金融业', 5),\n",
    " ('软文推广', 1),\n",
    " ('能源/环保/化工', 2),\n",
    " ('视频新媒体', 2),\n",
    " ('心理健康', 1),\n",
    " ('教育新媒体', 9),\n",
    " ('短视频脚本策划', 1),\n",
    " ('服装行业经验', 1),\n",
    " ('社交网站', 1),\n",
    " ('科技类', 3),\n",
    " ('媒介媒体', 3),\n",
    " ('商务公关', 1),\n",
    " ('朋友圈运营', 1),\n",
    " ('客车', 2),\n",
    " ('活动文案', 2),\n",
    " ('官微官博运营', 1),\n",
    " ('抖音商务', 1),\n",
    " ('视觉设计', 1),\n",
    " ('媒体传播', 1),\n",
    " ('留学教育', 1),\n",
    " ('产品调研', 1),\n",
    " ('宠物电商', 1),\n",
    " ('抖音 运营', 1),\n",
    " ('设计', 1),\n",
    " ('新闻类', 17),\n",
    " ('裂变', 1),\n",
    " ('Axure', 1),\n",
    " ('生活类', 14),\n",
    " ('门店管理', 1),\n",
    " ('自媒体策划', 2),\n",
    " ('文员', 1),\n",
    " ('教师课程', 1),\n",
    " ('广告创意', 8),\n",
    " ('活动策划', 36),\n",
    " ('财经资讯', 1),\n",
    " ('营销策划', 38),\n",
    " ('kol媒介', 1),\n",
    " ('新媒体平台', 93),\n",
    " ('热点', 2),\n",
    " ('千川平台', 1),\n",
    " ('生活服务', 1),\n",
    " ('渠道拓展', 1),\n",
    " ('会展推广', 1),\n",
    " ('组织协调', 1),\n",
    " ('游戏运营', 1),\n",
    " ('上升空间大', 1),\n",
    " ('餐饮业', 1),\n",
    " ('服装', 1),\n",
    " ('民航业', 1),\n",
    " ('PS', 3),\n",
    " ('CorelDRAW', 1),\n",
    " ('服饰类', 2),\n",
    " ('线上运营', 92),\n",
    " ('3C数码', 1),\n",
    " ('数字化', 1),\n",
    " ('今日头条平台', 8),\n",
    " ('微信策划', 4),\n",
    " ('旅游业', 5),\n",
    " ('网店运营', 5),\n",
    " ('视频创意', 1),\n",
    " ('多方位发展', 1),\n",
    " ('快手平台', 30),\n",
    " ('公益活动', 1),\n",
    " ('达人', 1),\n",
    " ('新媒体运营总监', 1),\n",
    " ('广告投放/流量运营', 27),\n",
    " ('创新咨询', 1),\n",
    " ('微信推广', 1),\n",
    " ('运营规划', 4),\n",
    " ('企业管理咨询', 1),\n",
    " ('企业文化', 1),\n",
    " ('财经类', 1),\n",
    " ('2个月', 4),\n",
    " ('家装类', 3),\n",
    " ('数码产品', 1),\n",
    " ('电视媒介', 1),\n",
    " ('6个月', 9),\n",
    " ('会员运营', 1),\n",
    " ('活动公关', 1),\n",
    " ('冥想', 1),\n",
    " ('漫展', 1),\n",
    " ('互联网+咨询', 1),\n",
    " ('金融', 1),\n",
    " ('汽车媒体', 1),\n",
    " ('线下运营', 18),\n",
    " ('专业服务', 8),\n",
    " ('网络媒体', 1),\n",
    " ('线上线下相结合', 1),\n",
    " ('内容审核', 1),\n",
    " ('新车', 3),\n",
    " ('得物', 2),\n",
    " ('知乎平台', 10),\n",
    " ('品牌管理', 1),\n",
    " ('编辑', 3),\n",
    " ('文案', 76),\n",
    " ('公关策划', 1),\n",
    " ('短视频脚本', 1),\n",
    " ('品牌文案', 1),\n",
    " ('吃苦耐劳', 1),\n",
    " ('庆典活动', 2),\n",
    " ('招商销售', 1),\n",
    " ('流量提升', 1),\n",
    " ('业务运营', 2),\n",
    " ('线上推广', 2),\n",
    " ('可接受无经验实习', 1),\n",
    " ('编导', 1),\n",
    " ('运营推广', 4),\n",
    " ('宠物寄养', 1),\n",
    " ('自媒体运营', 100),\n",
    " ('11个月', 1),\n",
    " ('方法论实践', 1),\n",
    " ('门户网站', 2),\n",
    " ('自媒体平台', 71),\n",
    " ('影视摄影', 1),\n",
    " ('推广引流', 1),\n",
    " ('公众号运营', 4),\n",
    " ('网络销售', 3),\n",
    " ('录入/文员', 1),\n",
    " ('拉新', 1),\n",
    " ('健康类', 2),\n",
    " ('IT/互联网/软件', 32),\n",
    " ('用户留存', 1),\n",
    " ('母婴行业', 2),\n",
    " ('媒介策划', 1),\n",
    " ('广告文案', 1),\n",
    " ('不出差', 6),\n",
    " ('广告策划', 3),\n",
    " ('电商视频', 1),\n",
    " ('重点培养', 1),\n",
    " ('AI产品', 1),\n",
    " ('脚本编辑', 1),\n",
    " ('企业用户', 1),\n",
    " ('广告/传媒/文化', 34),\n",
    " ('直播平台', 4),\n",
    " ('基金', 1),\n",
    " ('销售培训', 1),\n",
    " ('渠道推广', 8),\n",
    " ('小红书平台', 85),\n",
    " ('金融领域', 1),\n",
    " ('社区活动运营', 1),\n",
    " ('市场策划', 24),\n",
    " ('支付产品', 1),\n",
    " ('社区运营', 8),\n",
    " ('电话销售', 2),\n",
    " ('媒介', 2),\n",
    " ('动漫类', 3),\n",
    " ('宠物医生', 1),\n",
    " ('银行', 1),\n",
    " ('to B', 27),\n",
    " ('广告设计', 1),\n",
    " ('软文撰写', 2),\n",
    " ('个人用户', 1),\n",
    " ('涨粉', 1),\n",
    " ('服装/纺织/皮革', 5),\n",
    " ('医疗新媒体', 2),\n",
    " ('软文', 9),\n",
    " ('制药/医疗', 5),\n",
    " ('市场营销', 8),\n",
    " ('信息流投放', 10),\n",
    " ('大客户', 5),\n",
    " ('上门拜访/面销', 1),\n",
    " ('直播', 2),\n",
    " ('美妆类', 1),\n",
    " ('短视频内容', 1),\n",
    " ('战略咨询', 1),\n",
    " ('快消品', 2),\n",
    " ('公众号', 6),\n",
    " ('to G', 1),\n",
    " ('意外险', 2),\n",
    " ('营销推广', 3),\n",
    " ('文学类', 5),\n",
    " ('微信公众号', 84),\n",
    " ('ps', 2),\n",
    " ('拍摄剪辑', 3),\n",
    " ('宠物行业', 1),\n",
    " ('国际类', 1),\n",
    " ('微信平台', 26),\n",
    " ('美食类', 8),\n",
    " ('投放平台', 2),\n",
    " ('社交平台', 5),\n",
    " ('摄影/录像', 1),\n",
    " ('医生科普', 1),\n",
    " ('视频文案', 2),\n",
    " ('品牌宣传', 1),\n",
    " ('自媒体编辑', 3),\n",
    " ('方案设计策划', 1),\n",
    " ('店员', 1),\n",
    " ('策划运营', 1),\n",
    " ('设计思维', 1),\n",
    " ('O2O', 1),\n",
    " ('新媒体', 25),\n",
    " ('抖音运营', 6),\n",
    " ('脚本撰写', 1),\n",
    " ('带货运营', 1),\n",
    " ('设计课程', 1),\n",
    " ('品牌商务', 1),\n",
    " ('短视频拍摄', 5),\n",
    " ('短视频推广', 1),\n",
    " ('巨量引擎平台', 1),\n",
    " ('社群运营', 54),\n",
    " ('to C', 37),\n",
    " ('户外媒介', 1),\n",
    " ('短视频运营', 70),\n",
    " ('电商新媒体', 2),\n",
    " ('自媒体', 7),\n",
    " ('taptap', 1),\n",
    " ('运营策划', 1),\n",
    " ('策划选题', 1),\n",
    " ('导购', 1),\n",
    " ('摄影', 1),\n",
    " ('客户维护', 1),\n",
    " ('墨刀', 1),\n",
    " ('品牌运营', 35),\n",
    " ('人工智能', 2),\n",
    " ('宣传片编辑', 1),\n",
    " ('社交媒介', 1),\n",
    " ('数据分析', 26),\n",
    " ('英语', 2),\n",
    " ('环保/化工', 1),\n",
    " ('文字编辑', 3),\n",
    " ('渠道销售', 7),\n",
    " ('推广数据运营', 1),\n",
    " ('引流拉新', 4),\n",
    " ('传媒', 1),\n",
    " ('sem', 1),\n",
    " ('媒介公关', 1),\n",
    " ('好玩，创新', 1),\n",
    " ('网站策划', 1),\n",
    " ('媒体工具', 1),\n",
    " ('批发/零售', 5),\n",
    " ('网络营销', 26),\n",
    " ('客户沟通协调', 1),\n",
    " ('能源行业', 1),\n",
    " ('业务管理', 1),\n",
    " ('社交媒体', 4),\n",
    " ('用户调研', 1),\n",
    " ('kol', 9),\n",
    " ('社区/社群运营', 4),\n",
    " ('视频剪辑', 11),\n",
    " ('引流', 2),\n",
    " ('视频运营', 1),\n",
    " ('沟通能力', 1),\n",
    " ('市场洞察', 5),\n",
    " ('动画设计', 1),\n",
    " ('抖音编导', 1),\n",
    " ('潮流', 1),\n",
    " ('俄语', 1),\n",
    " ('展览活动', 1),\n",
    " ('线上投放经验', 1),\n",
    " ('Facebook平台', 1),\n",
    " ('品牌活动', 6),\n",
    " ('电商运营', 22),\n",
    " ('天猫平台', 4),\n",
    " ('短视频编辑', 1),\n",
    " ('公众号运营维护', 1),\n",
    " ('剧本编剧', 1),\n",
    " ('情感话题', 1),\n",
    " ('电商平台', 3),\n",
    " ('渠道运营', 34),\n",
    " ('电子商务', 26),\n",
    " ('产品研发', 1),\n",
    " ('二次元', 1),\n",
    " ('UE4', 1),\n",
    " ('整体运营', 2),\n",
    " ('大专', 27),\n",
    " ('美术编辑', 1),\n",
    " ('房产编辑', 1),\n",
    " ('新媒体策划', 7),\n",
    " ('4个月', 1),\n",
    " ('软件行业', 2),\n",
    " ('保险行业', 2),\n",
    " ('管理思维', 1),\n",
    " ('跨境电商', 1),\n",
    " ('视频内容', 1),\n",
    " ('电商直播', 2),\n",
    " ('旅游产品', 1),\n",
    " ('时政类', 6),\n",
    " ('运营管理咨询', 1),\n",
    " ('财经编辑', 1),\n",
    " ('媒介投放', 1),\n",
    " ('微信群运营', 3),\n",
    " ('互联网大党建', 1),\n",
    " ('美食话题', 1),\n",
    " ('学历不限', 7),\n",
    " ('原创', 1),\n",
    " ('服务业', 1),\n",
    " ('本科', 67),\n",
    " ('文化传媒', 1),\n",
    " ('微博平台', 41),\n",
    " ('淘宝平台', 3),\n",
    " ('团建会务', 1),\n",
    " ('教育', 1),\n",
    " ('活动运营', 39),\n",
    " ('服装电商运营', 1),\n",
    " ('小视频', 1),\n",
    " ('新媒体运营专员', 1),\n",
    " ('品牌咨询', 1),\n",
    " ('3个月', 33),\n",
    " ('娱乐类', 8),\n",
    " ('搞笑类', 3),\n",
    " ('人力资源经验', 1),\n",
    " ('新媒体广告', 5),\n",
    " ('直通车', 1),\n",
    " ('产品规划', 1),\n",
    " ('app推广', 1),\n",
    " ('线上媒介', 1),\n",
    " ('营养研发', 1),\n",
    " ('粉丝运营', 45),\n",
    " ('营销活动', 5),\n",
    " ('旅游行业', 1),\n",
    " ('岗位配置招聘', 1),\n",
    " ('视频编辑', 2),\n",
    " ('新媒体编辑', 1),\n",
    " ('精英团队', 1),\n",
    " ('餐饮 生鲜 品牌', 1),\n",
    " ('Visio', 1),\n",
    " ('时尚新媒体', 1),\n",
    " ('影视视频编辑', 1),\n",
    " ('网页制作', 1),\n",
    " ('内容创作', 1),\n",
    " ('抖音、小红书运营', 1),\n",
    " ('网络推广', 37),\n",
    " ('培训管理', 1),\n",
    " ('电商文案', 1),\n",
    " ('photoshop', 2),\n",
    " ('线下活动运营', 1),\n",
    " ('小红书、抖音运营', 1),\n",
    " ('出版发行', 1),\n",
    " ('新媒体营销', 1),\n",
    " ('招聘', 1),\n",
    " ('小程序', 1),\n",
    " ('文案撰写', 3),\n",
    " ('建筑业', 1),\n",
    " ('经济学', 3),\n",
    " ('项目运营管理', 1),\n",
    " ('私域运营', 1),\n",
    " ('护肤', 1)\n",
    "]\n",
    "\n",
    "\n",
    "(\n",
    "    WordCloud()\n",
    "    .add(series_name=\"新媒体运营\", data_pair=data, word_size_range=[6, 66])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"新媒体运营岗位分析\", title_textstyle_opts=opts.TextStyleOpts(font_size=23)\n",
    "        ),\n",
    "        tooltip_opts=opts.TooltipOpts(is_show=True),\n",
    "    )\n",
    "    .render_notebook()\n",
    ")\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31ac062f",
   "metadata": {},
   "source": [
    "## job.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c51c1efc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['新媒体运营实习生', '新媒体运营实习生', '新媒体运营实习生', '新媒体运营', '新媒体运营（应届生或实习生）',\n",
       "       '新媒体运营专员（校招）', '海外新媒体运营', '新媒体运营专员', '新媒体运营专员', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营实习生', '新媒体运营实习生', '新媒体运营实习生', '新媒体运营实习生', '新媒体运营实习生',\n",
       "       '新媒体运营策划', '新媒体运营（实习岗）', '新媒体运营（实习岗）', '新媒体运营实习生', '新媒体运营实习生',\n",
       "       '新媒体运营实习生', '新媒体运营', '新媒体运营实习生', '新媒体运营实习生', '新媒体运营实习生',\n",
       "       '新媒体运营实习生', '新媒体运营实习生', '新媒体运营推广', '新媒体运营实习生', '心理学新媒体运营实习生',\n",
       "       '新媒体运营主任 / 专员', '新媒体运营', '新媒体运营', '新媒体运营/市场专员', '新媒体运营',\n",
       "       '新媒体运营经理&leader', '新媒体运营', '新媒体运营', '资深新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营实习生', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营实习生', '新媒体运营实习生', '新媒体运营', '新媒体运营主管', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营实习生', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '海外新媒体运营', '新媒体运营专员', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营实习生', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营实习生', '新媒体运营专员', '新媒体运营', '新媒体运营专员', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '日语新媒体运营', '新媒体运营',\n",
       "       '新媒体运营（种草方向）', '新媒体运营总监（抖音方向）', '新媒体运营（美妆护肤）', '新媒体运营实习生',\n",
       "       '新媒体运营经理', '新媒体运营', '新媒体运营专家', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营（五险一金+近地铁）', '新媒体运营', '新媒体运营实习生', '新媒体运营负责人', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营实习生', '新媒体运营', '新媒体运营专员', '新媒体运营',\n",
       "       '新媒体运营（抖音运营）', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营{接受无经验者}', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营专员', '新媒体运营助理', '新媒体运营（汽车前车灯类目）', '新媒体运营实习生{接受无经验}',\n",
       "       '新媒体运营主管/经理', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营（可接受应届生）',\n",
       "       '新媒体运营', '新媒体运营经理', '新媒体运营专员', '新媒体运营实习生', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营助理（二次元世界、氛围很nice）', '新媒体运营', '新媒体运营专员', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '内容策划  /  新媒体运营方向',\n",
       "       '新媒体运营专员', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营专员', '新媒体运营', '新媒体运营实习生', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营实习生', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营专员', '新媒体运营',\n",
       "       '抖音短视频新媒体运营', '新媒体运营主管', '新媒体运营专员', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营（店铺美工）', '新媒体运营助理', '新媒体运营文案',\n",
       "       '新媒体运营（视频剪辑）', '新媒体运营', '销售顾问、新媒体运营、招生老师', '文案策划/内容策划/新媒体运营',\n",
       "       '新媒体运营', '新媒体运营专员', '新媒体运营（抖音）', '新媒体运营专员', '电商新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营实习生（文案推广策划方向 ）', '新媒体运营', '新媒体运营专员',\n",
       "       '新媒体运营（社群方向）实习生', '新媒体编辑运营', '新媒体推广运营专员', '新媒体编辑/运营', '新媒体小视频运营',\n",
       "       '2023届新秀PLUS管培生-广州站(J14060)', '2023校招-总部-新媒体岗', '网络平台运营专员',\n",
       "       '网站平台运营专员（实习生）', '新媒体投放（校招）', '新媒体编辑', '管培生', '市场助理', '销售应届生',\n",
       "       '电脑网内容/运营综合管培生', '市场管培生', '运营专员', '活动策划培训生(J11519)',\n",
       "       '2023校招-总部-新媒体岗(J18751)', '管培生', '俄语管培生', '自媒体运营助理', '网络总监助手',\n",
       "       '网站总监助手（实习生）', '自媒体运营助理', '公众号编辑（培训生）(J11112)', '活动策划专员(J11020)',\n",
       "       '达人主播', '运营实习生', '运营专员', '人力资源管培生 (MJ000675)', '【校招】品牌企划专员（内容方向）',\n",
       "       '业务综合岗【22届校园招聘】', '市场策划', '策划（产品/项目/新媒体）', '短视频运营', '线上运营实习生',\n",
       "       '华康保险代理公司（广东分公司）实习生', '新媒体实习生', '产品运营实习生', '实习生（运营、人力）', '新媒体营销',\n",
       "       '市场传讯部 — 实习生', '内容运营实习生', '品牌专员（BD）实习生', '短视频运营实习生', '品牌运营实习生',\n",
       "       '内容实习生', '运营专员', '2. 新媒体推广策划实习生', '活动文案', '短视频文案策划及运营',\n",
       "       '运营实习生（抖音平台）', '实习生', '客户执行ae', '新媒体实习生', '实习生（直播方向）',\n",
       "       '广州联通市场营销暑期实习生', '新媒体实习生', '媒介运营实习生', '活动策划新媒体文案策划', '数字化创新实习生',\n",
       "       'TikTok运营实习生', '抖音运营', '运营专员（实习生）', '企业文化实习生', '听书运营实习生',\n",
       "       '营销推广实习生', '营销推广实习生', '品牌运营岗', '实习编导', '汽车网内容运营（2021校招）', '社媒文案',\n",
       "       '运营实习生', '互联网拓展方向实习生', '抖音运营', '抖音运营', '媒体运营岗（广州）', '活动运营策划',\n",
       "       '市场专员', '公关实习生', '总经理商务助理', '内容运营实习生', '新媒体实习生', '新媒体助理',\n",
       "       '策划运营实习生', '中山大学新媒体科研助理', '天梭零售营运经理（新零售）-华南区(J10222)', '广告文案实习生',\n",
       "       '游戏编辑', '新媒体实习生', '抖音运营', '新媒体实习生', '新媒体编辑', '新媒体销售', '汽车新媒体销售',\n",
       "       '保险内勤实习生', '社群运营/客服', '策划运营/短视频运营', '抖音助播', '抖音运营', '抖音短视频运营',\n",
       "       '运营助理', '华康保险代理公司（广东分公司）招聘营业部负责人（储备干部）', '抖音短视频运营', '短视频策划',\n",
       "       '线上运营经理（群主方向）', '抖音短视频运营', '短视频运营', '抖音运营助理', '视频运营', '抖音运营',\n",
       "       '企业文化管培生', '短视频内容经理', '抖音直播中控', '抖音运营', '微信小程序运营', '媒介助理', '文案策划',\n",
       "       '运营实习生', '小红书运营助理', '短视频编导实习生（游戏方向）', '数字化创新咨询实习生', '管培生（2023届）',\n",
       "       '播主', '短视频运营', 'Likee 短视频海外运营（俄语）', '客户经理（数字人+数字孪生+元宇宙展馆）',\n",
       "       '抖音短视频运营', 'AE实习生', '抖音短视频运营', '新媒体策划', '抖音运营', '文案策划',\n",
       "       '短视频运营助理（接受会剪辑的小白）', '营运管培生', '汽车主播', '运营实习生', '微信运营编辑', '新媒体编辑推广',\n",
       "       '互联网渠道合作运营岗', '新房自媒体运营（接受新手）师傅手把手教学 5-8K', '短视频运营', '抖音运营', '运营专员',\n",
       "       '短视频海外运营实习生 - 阿拉伯语', '自媒体达人', '直播运营助理', '客服专员', '新媒体文案策划',\n",
       "       '抖音短视频运营', '自媒体运营助理', '短视频运营', '用户运营', '视频剪辑', '招抖音运营一名', '文案/策划',\n",
       "       '抖音运营', '抖音运营', 'Alienware专卖店导购', '视频运营', '短视频运营助理（实习生）',\n",
       "       '抖音短视频运营', '产品运营', '高薪抖音策划编导', '短视频运营', '产品经理', '短视频剪辑', '短视频策划运营',\n",
       "       '抖音运营', '抖音运营', '临床试验运营编辑专员', '短视频运营', '编辑策划', '抖音运营', '市场专员',\n",
       "       '编辑组稿', '微信编辑', '短视频运营', '抖音短视频运营', '文字编辑/组稿', '电子商务专员（欢迎应届毕业生投递）',\n",
       "       '小红书运营{接受无经验}', '抖音直播助理', '项目运营助理', '抖音运营', '抖音短视频运营', '微信社群运营',\n",
       "       '抖音运营', '抖音运营', 'hr人事', '抖音运营', '抖音运营', '抖音运营', '品牌公关经理', '新媒体文案',\n",
       "       '抖音运营', '文案', '南沙区直招短视频运营/创作', '新媒体实习生', '新媒体助理', '抖音直播场控',\n",
       "       '运营实习生', '抖音运营', '抖音运营', '高级平面设计师', '多媒体运营', '汽车行业实习生', '短视频运营',\n",
       "       '内容运营', '运营', '媒体编辑', '文案策划', '文案策划', '会展营销专员', '自媒体运营助理',\n",
       "       '微信社群运营', '运营助理', '短视频运营', '广告销售总监', '客户主任', '管理培训生储备干部', '抖音运营',\n",
       "       '自媒体经营', '短视频运营', '猫咪护理员', '文案、内容运营', '文字编辑/组稿', '短视频运营管理', '电商助理',\n",
       "       '抖音运营', '无责任高底薪招商经理+周末双休+早九晚六+', '短视频运营', '小红书运营', '抖音运营', '活动运营',\n",
       "       '抖音短视频运营', '市场主管', '网络推广专员', 'seo专员', '抖音运营助理', '汽车销售顾问', '市场经理',\n",
       "       '微博运营', '短视频内容策划', '自媒体运营（微信、小程序、短视屏）', '抖音短视频运营', '后期制作',\n",
       "       '外贸媒体运营', '短视频运营', '销售', '公众号运营编辑', '网络推广', '产品营销专员', '抖音运营',\n",
       "       '运营助理', '短视频运营', '抖音/快手运营', '新媒体实习生', '多媒体编辑', '短视频运营助理',\n",
       "       '互联网产品专员', '抖音运营', '抖音运营', '新媒体', '短视频运营', '短视频运营', '店员', '平面设计师',\n",
       "       '市场专员', '人力资源实习生', '新媒体文案策划', '内容运营', '线上推广', '新能源汽车体验顾问',\n",
       "       '内容编辑（大洋网）', '内容编辑', '运营专员', '高薪诚聘招商项目经理（周二周四下午茶）', '网络推广专员',\n",
       "       '市场策划专员', '互联网运营经理', '房产编辑', '连锁门店运营经理', '分销专员', '漫画编辑',\n",
       "       '媒介专员/媒介实习生', '新媒体游戏编辑', '网站策划', '网络推广', '文案', '大成律师事务所行政助理',\n",
       "       '电商运营专员', '管培生（电商运营）', '运营', 'KOL投放', '视频拍摄剪辑', '媒介商务', '短视频编辑',\n",
       "       '策划编辑', '视频拍摄剪辑', '短视频拍摄剪辑', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营实习生',\n",
       "       '新媒体运营总监', '新媒体运营总监', '短视频/新媒体运营总监', '新媒体运营主管', '新媒体运营总监',\n",
       "       '新媒体运营总监', '新媒体运营经理', '新媒体运营总监', '新媒体运营', '新媒体运营岗(J23353)',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营经理（编号D1#0511）', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营专员', '新媒体运营经理/高级经理', '新媒体运营总监', '新媒体运营总监', '新媒体运营经理',\n",
       "       '新媒体运营', '新媒体运营经理', '新媒体运营经理', '新媒体运营经理', '新媒体运营总监',\n",
       "       '新媒体运营经理（周末双休）', '新媒体运营专员', '新媒体运营专员', '新媒体运营', '新媒体运营', '新媒体运营经理',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营经理（洗护类）', '新媒体运营经理（护肤品）', '新媒体运营',\n",
       "       '新媒体运营经理', '新媒体运营经理', '游戏新媒体运营', '新媒体运营经理', '新媒体运营主管', '新媒体运营经理',\n",
       "       '新媒体运营经理', '新媒体运营策划', '新媒体运营经理', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营实习生', '新媒体运营', '新媒体运营主管', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营专员', '新媒体运营', '新媒体运营专员', '新媒体运营', '新媒体运营专员', '新媒体运营',\n",
       "       '新媒体运营经理', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营主管', '新媒体运营助理',\n",
       "       '新媒体运营', '新媒体运营经理', '新媒体运营', '新媒体运营', '资深新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营经理', '新媒体运营', '新媒体运营', '新媒体运营经理',\n",
       "       '新媒体运营', '新媒体运营主管', '新媒体运营经理', '资深新媒体运营', '新媒体运营专员', '新媒体运营经理',\n",
       "       '新媒体运营主管', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营主管', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营合伙人', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营专员', '新媒体运营', '新媒体运营', '医美新媒体运营主管/专员', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '文案策划兼新媒体运营', '新媒体运营', '新媒体运营专员', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营主管', '新媒体运营专员', '新媒体运营主管', '新媒体运营', '新媒体运营专员', '新媒体运营',\n",
       "       '新媒体运营主管', '新媒体运营经理', '新媒体运营经理', '新媒体运营经理', '新媒体运营经理（得物、小红书）',\n",
       "       '新媒体运营经理', '新媒体运营经理', '新媒体运营经理/总监', '新媒体运营总监', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营经理', '新媒体运营', '新媒体运营（主播）', '新媒体运营经理', '新媒体运营经理',\n",
       "       '新媒体运营经理', '新媒体运营经理', '新媒体运营经理', '新媒体运营经理', '新媒体运营(抖音/快手/小红书)',\n",
       "       '新媒体运营经理', '新媒体运营经理（护肤品公司）', '新媒体运营主管', '新媒体运营专员', '新媒体运营',\n",
       "       '新媒体运营', '市场专员（新媒体运营及投放）', '新媒体运营主管', '新媒体运营', '新媒体运营', '资深新媒体运营',\n",
       "       '新媒体运营', '新媒体运营经理', '新媒体运营总监', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营主管', '品牌内容 & 新媒体运营', '新媒体运营',\n",
       "       '新媒体运营主管', '新媒体运营', '新媒体运营-外国语学校', '新媒体运营专员', '新媒体运营专员', '新媒体运营',\n",
       "       '新媒体运营总监', '新媒体运营', '新媒体运营主管', '新媒体运营专员', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营主管', '新媒体运营', '新媒体运营专员', '新媒体运营专员', '新媒体运营主管/经理',\n",
       "       '新媒体运营', '新媒体运营主管（高级运营）周末双休 统招', '新媒体运营主管', '新媒体运营经理', '新媒体运营总监',\n",
       "       '新媒体运营（商务侧）', '新媒体运营主管', '新媒体运营（双休）', '新媒体运营主管/高级主管', '新媒体运营高级专员',\n",
       "       '新媒体运营主管/经理', '新媒体运营经理', '新媒体运营', '新媒体运营经理', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '短视频新媒体运营(营销管理中心-广州)',\n",
       "       '新媒体运营主管', '新媒体运营专员', '新媒体运营主管', '新媒体运营', '酒店新媒体运营经理/主管', '新媒体运营',\n",
       "       '新媒体运营主管', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营策划专员',\n",
       "       '新媒体运营', '新媒体运营经理', '新媒体运营', '新媒体运营', '新媒体运营经理', '新媒体运营', '新媒体运营',\n",
       "       '新媒体运营专员/主管', '文秘（新媒体运营主管）', '新媒体运营经理/主管', '新媒体运营经理', '新媒体运营总监',\n",
       "       '新媒体运营（短视频抖音方向）（广州）', '新媒体运营总监', '新媒体运营总监', '资深新媒体运营',\n",
       "       '新媒体运营（小红书方向）', '新媒体运营（双休/五险一金/不加班）', '新媒体运营主管', '汽车网-新媒体运营',\n",
       "       '新媒体运营（公众号编辑）', '新媒体运营主管', '新媒体运营专员+提成+餐补+五险', '新媒体运营专员+餐补+五险',\n",
       "       '新媒体运营', '新媒体运营主管（商业）', '新媒体运营', '新媒体运营编辑', '新媒体运营',\n",
       "       '新媒体运营主管（GZSC-QH-01）', '新媒体运营经理、总监', '新媒体运营主管/专员 (MJ002645)',\n",
       "       '新媒体运营（抖音、小红书）', '新媒体运营', '新媒体运营经理', '新媒体运营', '新媒体运营主管', '新媒体运营专员',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营经理', '新媒体运营经理', '新媒体运营文案策划',\n",
       "       '新媒体运营', '新媒体运营实习生', '新媒体运营', '新媒体运营', '新媒体运营专员', '新媒体运营',\n",
       "       '新媒体运营（短视频）', '新媒体运营', '新媒体运营主管', '新媒体运营', '新媒体运营总监/经理', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营专员', '新媒体运营主管', '新媒体运营', '智能家居新媒体运营', '新媒体运营专员',\n",
       "       '新媒体运营（蓝V）', '新媒体运营专员', '新媒体运营', '新媒体运营', '企划管理（偏设计方向 或 新媒体运营方向）',\n",
       "       '新媒体运营专员', '新媒体运营专员', '新媒体运营', '新媒体运营', '新媒体运营（小红书）', '新媒体运营',\n",
       "       '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营', '新媒体运营主管', '新媒体运营专员/6-9k/五险',\n",
       "       '新媒体运营（有丛气）', '新媒体运营专员', '新媒体运营岗', '新媒体运营',\n",
       "       '新媒体运营（公众号、Facebook、titok）'], dtype=object)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx['job.title'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f6f29e7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "新媒体运营                    236\n",
       "新媒体运营经理                   43\n",
       "新媒体运营专员                   42\n",
       "新媒体运营实习生                  32\n",
       "新媒体运营主管                   29\n",
       "                        ... \n",
       "电脑网内容/运营综合管培生              1\n",
       "无责任高底薪招商经理+周末双休+早九晚六+      1\n",
       "新媒体编辑推广                    1\n",
       "临床试验运营编辑专员                 1\n",
       "汽车网内容运营（2021校招）            1\n",
       "Name: job.title, Length: 304, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "2f1f74ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "## 清洗数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1b57f97e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      新媒体运营实习生\n",
       "1      新媒体运营实习生\n",
       "2      新媒体运营实习生\n",
       "3         新媒体运营\n",
       "4         新媒体运营\n",
       "         ...   \n",
       "795       新媒体运营\n",
       "796     新媒体运营专员\n",
       "797      新媒体运营岗\n",
       "798       新媒体运营\n",
       "799       新媒体运营\n",
       "Name: job.title, Length: 800, dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx['job.title'].apply(lambda x:x.split('(')[0].split('（')[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "bd90779f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "新媒体运营          263\n",
       "新媒体运营经理         49\n",
       "新媒体运营专员         43\n",
       "新媒体运营实习生        33\n",
       "新媒体运营主管         32\n",
       "              ... \n",
       "新房自媒体运营          1\n",
       "新媒体运营文案          1\n",
       "新媒体运营-外国语学校      1\n",
       "新媒体运营专员/主管       1\n",
       "新媒体运营负责人         1\n",
       "Name: job.title, Length: 252, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx['job.title'].apply(lambda x:x.split('(')[0].split('（')[0]).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "96619803",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "新媒体运营          264\n",
       "新媒体运营经理         52\n",
       "新媒体运营专员         45\n",
       "新媒体运营主管         37\n",
       "新媒体运营实习生        33\n",
       "              ... \n",
       "日语新媒体运营          1\n",
       "活动策划新媒体文案策划      1\n",
       "策划编辑             1\n",
       "媒介专员             1\n",
       "新媒体运营负责人         1\n",
       "Name: job.title, Length: 239, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_sx['job.title'].apply(lambda x:x.split('(')[0].split('（')[0].split('/')[0]).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "574190c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "新媒体运营          264\n",
       "新媒体运营经理         52\n",
       "新媒体运营专员         45\n",
       "新媒体运营主管         37\n",
       "新媒体运营实习生        33\n",
       "              ... \n",
       "日语新媒体运营          1\n",
       "活动策划新媒体文案策划      1\n",
       "策划编辑             1\n",
       "媒介专员             1\n",
       "新媒体运营负责人         1\n",
       "Name: job.title, Length: 239, dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title =df_PM_sx['job.title'].apply(lambda x:x.split('(')[0].split('（')[0].split('/')[0]).value_counts()\n",
    "job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "3d5fb564",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['新媒体运营', '新媒体运营经理', '新媒体运营专员', '新媒体运营主管', '新媒体运营实习生', '抖音运营', '新媒体运营总监',\n",
       "       '短视频运营', '抖音短视频运营', '新媒体实习生',\n",
       "       ...\n",
       "       '无责任高底薪招商经理+周末双休+早九晚六+', '新媒体编辑推广', '临床试验运营编辑专员', '短视频编辑', '新媒体小视频运营',\n",
       "       '日语新媒体运营', '活动策划新媒体文案策划', '策划编辑', '媒介专员', '新媒体运营负责人'],\n",
       "      dtype='object', length=239)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "6907062e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "239"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(job_title.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "60da318a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([264,  52,  45,  37,  33,  29,  17,  16,  11,   8,   6,   6,   5,\n",
       "         5,   4,   4,   4,   4,   3,   3,   3,   3,   3,   2,   2,   2,\n",
       "         2,   2,   2,   2,   2,   2,   2,   2,   2,   2,   2,   2,   2,\n",
       "         2,   2,   2,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1], dtype=int64)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "6330a3d1",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('新媒体运营', 264),\n",
       " ('新媒体运营经理', 52),\n",
       " ('新媒体运营专员', 45),\n",
       " ('新媒体运营主管', 37),\n",
       " ('新媒体运营实习生', 33),\n",
       " ('抖音运营', 29),\n",
       " ('新媒体运营总监', 17),\n",
       " ('短视频运营', 16),\n",
       " ('抖音短视频运营', 11),\n",
       " ('新媒体实习生', 8),\n",
       " ('运营专员', 6),\n",
       " ('运营实习生', 6),\n",
       " ('文案策划', 5),\n",
       " ('资深新媒体运营', 5),\n",
       " ('自媒体运营助理', 4),\n",
       " ('管培生', 4),\n",
       " ('市场专员', 4),\n",
       " ('新媒体运营助理', 4),\n",
       " ('运营助理', 3),\n",
       " ('短视频运营助理', 3),\n",
       " ('文案', 3),\n",
       " ('实习生', 3),\n",
       " ('新媒体编辑', 3),\n",
       " ('新媒体文案策划', 2),\n",
       " ('新媒体运营岗', 2),\n",
       " ('文字编辑', 2),\n",
       " ('内容运营', 2),\n",
       " ('内容运营实习生', 2),\n",
       " ('微信社群运营', 2),\n",
       " ('新媒体运营策划', 2),\n",
       " ('视频拍摄剪辑', 2),\n",
       " ('抖音运营助理', 2),\n",
       " ('华康保险代理公司', 2),\n",
       " ('海外新媒体运营', 2),\n",
       " ('内容编辑', 2),\n",
       " ('网络推广专员', 2),\n",
       " ('视频运营', 2),\n",
       " ('网络推广', 2),\n",
       " ('2023校招-总部-新媒体岗', 2),\n",
       " ('运营', 2),\n",
       " ('新媒体助理', 2),\n",
       " ('营销推广实习生', 2),\n",
       " ('企业文化管培生', 1),\n",
       " ('游戏编辑', 1),\n",
       " ('活动运营', 1),\n",
       " ('高薪诚聘招商项目经理', 1),\n",
       " ('中山大学新媒体科研助理', 1),\n",
       " ('社媒文案', 1),\n",
       " ('策划', 1),\n",
       " ('汽车销售顾问', 1),\n",
       " ('抖音助播', 1),\n",
       " ('新媒体销售', 1),\n",
       " ('短视频文案策划及运营', 1),\n",
       " ('汽车新媒体销售', 1),\n",
       " ('漫画编辑', 1),\n",
       " ('新媒体运营专员+提成+餐补+五险', 1),\n",
       " ('产品营销专员', 1),\n",
       " ('广告文案实习生', 1),\n",
       " ('销售顾问、新媒体运营、招生老师', 1),\n",
       " ('数字化创新咨询实习生', 1),\n",
       " ('汽车主播', 1),\n",
       " ('短视频编导实习生', 1),\n",
       " ('连锁门店运营经理', 1),\n",
       " ('产品运营实习生', 1),\n",
       " ('总经理商务助理', 1),\n",
       " ('心理学新媒体运营实习生', 1),\n",
       " ('市场传讯部 — 实习生', 1),\n",
       " ('新媒体运营编辑', 1),\n",
       " ('数字化创新实习生', 1),\n",
       " ('短视频内容经理', 1),\n",
       " ('媒体编辑', 1),\n",
       " ('媒介商务', 1),\n",
       " ('销售', 1),\n",
       " ('公众号编辑', 1),\n",
       " ('市场策划', 1),\n",
       " ('客户经理', 1),\n",
       " ('产品经理', 1),\n",
       " ('品牌专员', 1),\n",
       " ('媒体运营岗', 1),\n",
       " ('汽车网-新媒体运营', 1),\n",
       " ('猫咪护理员', 1),\n",
       " ('客服专员', 1),\n",
       " ('媒介助理', 1),\n",
       " ('业务综合岗【22届校园招聘】', 1),\n",
       " ('新媒体编辑运营', 1),\n",
       " ('活动策划培训生', 1),\n",
       " ('新媒体运营经理、总监', 1),\n",
       " ('自媒体达人', 1),\n",
       " ('客户执行ae', 1),\n",
       " ('高级平面设计师', 1),\n",
       " ('微信运营编辑', 1),\n",
       " ('线上运营经理', 1),\n",
       " ('店员', 1),\n",
       " ('抖音直播场控', 1),\n",
       " ('策划运营', 1),\n",
       " ('短视频新媒体运营', 1),\n",
       " ('Alienware专卖店导购', 1),\n",
       " ('新媒体', 1),\n",
       " ('新媒体营销', 1),\n",
       " ('新媒体投放', 1),\n",
       " ('新能源汽车体验顾问', 1),\n",
       " ('自媒体运营', 1),\n",
       " ('公众号运营编辑', 1),\n",
       " ('网站平台运营专员', 1),\n",
       " ('品牌公关经理', 1),\n",
       " ('短视频剪辑', 1),\n",
       " ('网站总监助手', 1),\n",
       " ('新媒体运营专员+餐补+五险', 1),\n",
       " ('新媒体运营文案策划', 1),\n",
       " ('达人主播', 1),\n",
       " ('企业文化实习生', 1),\n",
       " ('微信小程序运营', 1),\n",
       " ('短视频拍摄剪辑', 1),\n",
       " ('新媒体运营策划专员', 1),\n",
       " ('品牌内容 & 新媒体运营', 1),\n",
       " ('汽车行业实习生', 1),\n",
       " ('hr人事', 1),\n",
       " ('新媒体运营推广', 1),\n",
       " ('视频剪辑', 1),\n",
       " ('企划管理', 1),\n",
       " ('网络平台运营专员', 1),\n",
       " ('活动策划专员', 1),\n",
       " ('短视频内容策划', 1),\n",
       " ('活动文案', 1),\n",
       " ('市场经理', 1),\n",
       " ('2023届新秀PLUS管培生-广州站', 1),\n",
       " ('编辑策划', 1),\n",
       " ('短视频运营管理', 1),\n",
       " ('新媒体运营实习生{接受无经验}', 1),\n",
       " ('南沙区直招短视频运营', 1),\n",
       " ('抖音直播助理', 1),\n",
       " ('会展营销专员', 1),\n",
       " ('游戏新媒体运营', 1),\n",
       " ('客户主任', 1),\n",
       " ('销售应届生', 1),\n",
       " ('汽车网内容运营', 1),\n",
       " ('小红书运营助理', 1),\n",
       " ('天梭零售营运经理', 1),\n",
       " ('人力资源管培生 ', 1),\n",
       " ('微信编辑', 1),\n",
       " ('电商新媒体运营', 1),\n",
       " ('新媒体文案', 1),\n",
       " ('新媒体运营经理&leader', 1),\n",
       " ('新媒体推广运营专员', 1),\n",
       " ('电商运营专员', 1),\n",
       " ('俄语管培生', 1),\n",
       " ('市场管培生', 1),\n",
       " ('网站策划', 1),\n",
       " ('市场策划专员', 1),\n",
       " ('公关实习生', 1),\n",
       " ('TikTok运营实习生', 1),\n",
       " ('seo专员', 1),\n",
       " ('抖音直播中控', 1),\n",
       " ('市场助理', 1),\n",
       " ('媒介运营实习生', 1),\n",
       " ('平面设计师', 1),\n",
       " ('智能家居新媒体运营', 1),\n",
       " ('广州联通市场营销暑期实习生', 1),\n",
       " ('小红书运营', 1),\n",
       " ('电商助理', 1),\n",
       " ('内容策划  ', 1),\n",
       " ('自媒体经营', 1),\n",
       " ('后期制作', 1),\n",
       " ('短视频海外运营实习生 - 阿拉伯语', 1),\n",
       " ('小红书运营{接受无经验}', 1),\n",
       " ('人力资源实习生', 1),\n",
       " ('短视频策划', 1),\n",
       " ('【校招】品牌企划专员', 1),\n",
       " ('文秘', 1),\n",
       " ('项目运营助理', 1),\n",
       " ('AE实习生', 1),\n",
       " ('文案策划兼新媒体运营', 1),\n",
       " ('内容实习生', 1),\n",
       " ('实习编导', 1),\n",
       " ('短视频运营实习生', 1),\n",
       " ('管理培训生储备干部', 1),\n",
       " ('网络总监助手', 1),\n",
       " ('营运管培生', 1),\n",
       " ('新媒体运营高级专员', 1),\n",
       " ('短视频策划运营', 1),\n",
       " ('新媒体运营合伙人', 1),\n",
       " ('听书运营实习生', 1),\n",
       " ('大成律师事务所行政助理', 1),\n",
       " ('活动运营策划', 1),\n",
       " ('短视频', 1),\n",
       " ('产品运营', 1),\n",
       " ('医美新媒体运营主管', 1),\n",
       " ('线上运营实习生', 1),\n",
       " ('电脑网内容', 1),\n",
       " ('新媒体运营主任 ', 1),\n",
       " ('互联网渠道合作运营岗', 1),\n",
       " ('新房自媒体运营', 1),\n",
       " ('新媒体运营文案', 1),\n",
       " ('新媒体运营-外国语学校', 1),\n",
       " ('抖音短视频新媒体运营', 1),\n",
       " ('微博运营', 1),\n",
       " ('新媒体运营专家', 1),\n",
       " ('线上推广', 1),\n",
       " ('播主', 1),\n",
       " ('电子商务专员', 1),\n",
       " ('社群运营', 1),\n",
       " ('多媒体运营', 1),\n",
       " ('互联网拓展方向实习生', 1),\n",
       " ('Likee 短视频海外运营', 1),\n",
       " ('2. 新媒体推广策划实习生', 1),\n",
       " ('房产编辑', 1),\n",
       " ('新媒体策划', 1),\n",
       " ('新媒体运营{接受无经验者}', 1),\n",
       " ('品牌运营岗', 1),\n",
       " ('编辑组稿', 1),\n",
       " ('招抖音运营一名', 1),\n",
       " ('文案、内容运营', 1),\n",
       " ('酒店新媒体运营经理', 1),\n",
       " ('抖音', 1),\n",
       " ('市场主管', 1),\n",
       " ('广告销售总监', 1),\n",
       " ('互联网产品专员', 1),\n",
       " ('直播运营助理', 1),\n",
       " ('用户运营', 1),\n",
       " ('分销专员', 1),\n",
       " ('保险内勤实习生', 1),\n",
       " ('KOL投放', 1),\n",
       " ('品牌运营实习生', 1),\n",
       " ('高薪抖音策划编导', 1),\n",
       " ('策划运营实习生', 1),\n",
       " ('新媒体游戏编辑', 1),\n",
       " ('多媒体编辑', 1),\n",
       " ('外贸媒体运营', 1),\n",
       " ('互联网运营经理', 1),\n",
       " ('无责任高底薪招商经理+周末双休+早九晚六+', 1),\n",
       " ('新媒体编辑推广', 1),\n",
       " ('临床试验运营编辑专员', 1),\n",
       " ('短视频编辑', 1),\n",
       " ('新媒体小视频运营', 1),\n",
       " ('日语新媒体运营', 1),\n",
       " ('活动策划新媒体文案策划', 1),\n",
       " ('策划编辑', 1),\n",
       " ('媒介专员', 1),\n",
       " ('新媒体运营负责人', 1)]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#先看长度 \n",
    "[(job_title.index[i],job_title.values[i])for i in range(len(job_title.index))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "e8ed3091",
   "metadata": {},
   "outputs": [],
   "source": [
    "job_title_words = [(job_title.index[i],job_title.values[i])for i in range(len(job_title.index))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "d5678601",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "\n",
    "words = [\n",
    "    ('新媒体运营', 264),\n",
    " ('新媒体运营经理', 52),\n",
    " ('新媒体运营专员', 45),\n",
    " ('新媒体运营主管', 37),\n",
    " ('新媒体运营实习生', 33),\n",
    " ('抖音运营', 29),\n",
    " ('新媒体运营总监', 17),\n",
    " ('短视频运营', 16),\n",
    " ('抖音短视频运营', 11),\n",
    " ('新媒体实习生', 8),\n",
    " ('运营专员', 6),\n",
    " ('运营实习生', 6),\n",
    " ('文案策划', 5),\n",
    " ('资深新媒体运营', 5),\n",
    " ('自媒体运营助理', 4),\n",
    " ('管培生', 4),\n",
    " ('市场专员', 4),\n",
    " ('新媒体运营助理', 4),\n",
    " ('运营助理', 3),\n",
    " ('短视频运营助理', 3),\n",
    " ('文案', 3),\n",
    " ('实习生', 3),\n",
    " ('新媒体编辑', 3),\n",
    " ('新媒体文案策划', 2),\n",
    " ('新媒体运营岗', 2),\n",
    " ('文字编辑', 2),\n",
    " ('内容运营', 2),\n",
    " ('内容运营实习生', 2),\n",
    " ('微信社群运营', 2),\n",
    " ('新媒体运营策划', 2),\n",
    " ('视频拍摄剪辑', 2),\n",
    " ('抖音运营助理', 2),\n",
    " ('华康保险代理公司', 2),\n",
    " ('海外新媒体运营', 2),\n",
    " ('内容编辑', 2),\n",
    " ('网络推广专员', 2),\n",
    " ('视频运营', 2),\n",
    " ('网络推广', 2),\n",
    " ('2023校招-总部-新媒体岗', 2),\n",
    " ('运营', 2),\n",
    " ('新媒体助理', 2),\n",
    " ('营销推广实习生', 2),\n",
    " ('企业文化管培生', 1),\n",
    " ('游戏编辑', 1),\n",
    " ('活动运营', 1),\n",
    " ('高薪诚聘招商项目经理', 1),\n",
    " ('中山大学新媒体科研助理', 1),\n",
    " ('社媒文案', 1),\n",
    " ('策划', 1),\n",
    " ('汽车销售顾问', 1),\n",
    " ('抖音助播', 1),\n",
    " ('新媒体销售', 1),\n",
    " ('短视频文案策划及运营', 1),\n",
    " ('汽车新媒体销售', 1),\n",
    " ('漫画编辑', 1),\n",
    " ('新媒体运营专员+提成+餐补+五险', 1),\n",
    " ('产品营销专员', 1),\n",
    " ('广告文案实习生', 1),\n",
    " ('销售顾问、新媒体运营、招生老师', 1),\n",
    " ('数字化创新咨询实习生', 1),\n",
    " ('汽车主播', 1),\n",
    " ('短视频编导实习生', 1),\n",
    " ('连锁门店运营经理', 1),\n",
    " ('产品运营实习生', 1),\n",
    " ('总经理商务助理', 1),\n",
    " ('心理学新媒体运营实习生', 1),\n",
    " ('市场传讯部 — 实习生', 1),\n",
    " ('新媒体运营编辑', 1),\n",
    " ('数字化创新实习生', 1),\n",
    " ('短视频内容经理', 1),\n",
    " ('媒体编辑', 1),\n",
    " ('媒介商务', 1),\n",
    " ('销售', 1),\n",
    " ('公众号编辑', 1),\n",
    " ('市场策划', 1),\n",
    " ('客户经理', 1),\n",
    " ('产品经理', 1),\n",
    " ('品牌专员', 1),\n",
    " ('媒体运营岗', 1),\n",
    " ('汽车网-新媒体运营', 1),\n",
    " ('猫咪护理员', 1),\n",
    " ('客服专员', 1),\n",
    " ('媒介助理', 1),\n",
    " ('业务综合岗【22届校园招聘】', 1),\n",
    " ('新媒体编辑运营', 1),\n",
    " ('活动策划培训生', 1),\n",
    " ('新媒体运营经理、总监', 1),\n",
    " ('自媒体达人', 1),\n",
    " ('客户执行ae', 1),\n",
    " ('高级平面设计师', 1),\n",
    " ('微信运营编辑', 1),\n",
    " ('线上运营经理', 1),\n",
    " ('店员', 1),\n",
    " ('抖音直播场控', 1),\n",
    " ('策划运营', 1),\n",
    " ('短视频新媒体运营', 1),\n",
    " ('Alienware专卖店导购', 1),\n",
    " ('新媒体', 1),\n",
    " ('新媒体营销', 1),\n",
    " ('新媒体投放', 1),\n",
    " ('新能源汽车体验顾问', 1),\n",
    " ('自媒体运营', 1),\n",
    " ('公众号运营编辑', 1),\n",
    " ('网站平台运营专员', 1),\n",
    " ('品牌公关经理', 1),\n",
    " ('短视频剪辑', 1),\n",
    " ('网站总监助手', 1),\n",
    " ('新媒体运营专员+餐补+五险', 1),\n",
    " ('新媒体运营文案策划', 1),\n",
    " ('达人主播', 1),\n",
    " ('企业文化实习生', 1),\n",
    " ('微信小程序运营', 1),\n",
    " ('短视频拍摄剪辑', 1),\n",
    " ('新媒体运营策划专员', 1),\n",
    " ('品牌内容 & 新媒体运营', 1),\n",
    " ('汽车行业实习生', 1),\n",
    " ('hr人事', 1),\n",
    " ('新媒体运营推广', 1),\n",
    " ('视频剪辑', 1),\n",
    " ('企划管理', 1),\n",
    " ('网络平台运营专员', 1),\n",
    " ('活动策划专员', 1),\n",
    " ('短视频内容策划', 1),\n",
    " ('活动文案', 1),\n",
    " ('市场经理', 1),\n",
    " ('2023届新秀PLUS管培生-广州站', 1),\n",
    " ('编辑策划', 1),\n",
    " ('短视频运营管理', 1),\n",
    " ('新媒体运营实习生{接受无经验}', 1),\n",
    " ('南沙区直招短视频运营', 1),\n",
    " ('抖音直播助理', 1),\n",
    " ('会展营销专员', 1),\n",
    " ('游戏新媒体运营', 1),\n",
    " ('客户主任', 1),\n",
    " ('销售应届生', 1),\n",
    " ('汽车网内容运营', 1),\n",
    " ('小红书运营助理', 1),\n",
    " ('天梭零售营运经理', 1),\n",
    " ('人力资源管培生 ', 1),\n",
    " ('微信编辑', 1),\n",
    " ('电商新媒体运营', 1),\n",
    " ('新媒体文案', 1),\n",
    " ('新媒体运营经理&leader', 1),\n",
    " ('新媒体推广运营专员', 1),\n",
    " ('电商运营专员', 1),\n",
    " ('俄语管培生', 1),\n",
    " ('市场管培生', 1),\n",
    " ('网站策划', 1),\n",
    " ('市场策划专员', 1),\n",
    " ('公关实习生', 1),\n",
    " ('TikTok运营实习生', 1),\n",
    " ('seo专员', 1),\n",
    " ('抖音直播中控', 1),\n",
    " ('市场助理', 1),\n",
    " ('媒介运营实习生', 1),\n",
    " ('平面设计师', 1),\n",
    " ('智能家居新媒体运营', 1),\n",
    " ('广州联通市场营销暑期实习生', 1),\n",
    " ('小红书运营', 1),\n",
    " ('电商助理', 1),\n",
    " ('内容策划  ', 1),\n",
    " ('自媒体经营', 1),\n",
    " ('后期制作', 1),\n",
    " ('短视频海外运营实习生 - 阿拉伯语', 1),\n",
    " ('小红书运营{接受无经验}', 1),\n",
    " ('人力资源实习生', 1),\n",
    " ('短视频策划', 1),\n",
    " ('【校招】品牌企划专员', 1),\n",
    " ('文秘', 1),\n",
    " ('项目运营助理', 1),\n",
    " ('AE实习生', 1),\n",
    " ('文案策划兼新媒体运营', 1),\n",
    " ('内容实习生', 1),\n",
    " ('实习编导', 1),\n",
    " ('短视频运营实习生', 1),\n",
    " ('管理培训生储备干部', 1),\n",
    " ('网络总监助手', 1),\n",
    " ('营运管培生', 1),\n",
    " ('新媒体运营高级专员', 1),\n",
    " ('短视频策划运营', 1),\n",
    " ('新媒体运营合伙人', 1),\n",
    " ('听书运营实习生', 1),\n",
    " ('大成律师事务所行政助理', 1),\n",
    " ('活动运营策划', 1),\n",
    " ('短视频', 1),\n",
    " ('产品运营', 1),\n",
    " ('医美新媒体运营主管', 1),\n",
    " ('线上运营实习生', 1),\n",
    " ('电脑网内容', 1),\n",
    " ('新媒体运营主任 ', 1),\n",
    " ('互联网渠道合作运营岗', 1),\n",
    " ('新房自媒体运营', 1),\n",
    " ('新媒体运营文案', 1),\n",
    " ('新媒体运营-外国语学校', 1),\n",
    " ('抖音短视频新媒体运营', 1),\n",
    " ('微博运营', 1),\n",
    " ('新媒体运营专家', 1),\n",
    " ('线上推广', 1),\n",
    " ('播主', 1),\n",
    " ('电子商务专员', 1),\n",
    " ('社群运营', 1),\n",
    " ('多媒体运营', 1),\n",
    " ('互联网拓展方向实习生', 1),\n",
    " ('Likee 短视频海外运营', 1),\n",
    " ('2. 新媒体推广策划实习生', 1),\n",
    " ('房产编辑', 1),\n",
    " ('新媒体策划', 1),\n",
    " ('新媒体运营{接受无经验者}', 1),\n",
    " ('品牌运营岗', 1),\n",
    " ('编辑组稿', 1),\n",
    " ('招抖音运营一名', 1),\n",
    " ('文案、内容运营', 1),\n",
    " ('酒店新媒体运营经理', 1),\n",
    " ('抖音', 1),\n",
    " ('市场主管', 1),\n",
    " ('广告销售总监', 1),\n",
    " ('互联网产品专员', 1),\n",
    " ('直播运营助理', 1),\n",
    " ('用户运营', 1),\n",
    " ('分销专员', 1),\n",
    " ('保险内勤实习生', 1),\n",
    " ('KOL投放', 1),\n",
    " ('品牌运营实习生', 1),\n",
    " ('高薪抖音策划编导', 1),\n",
    " ('策划运营实习生', 1),\n",
    " ('新媒体游戏编辑', 1),\n",
    " ('多媒体编辑', 1),\n",
    " ('外贸媒体运营', 1),\n",
    " ('互联网运营经理', 1),\n",
    " ('无责任高底薪招商经理+周末双休+早九晚六+', 1),\n",
    " ('新媒体编辑推广', 1),\n",
    " ('临床试验运营编辑专员', 1),\n",
    " ('短视频编辑', 1),\n",
    " ('新媒体小视频运营', 1),\n",
    " ('日语新媒体运营', 1),\n",
    " ('活动策划新媒体文案策划', 1),\n",
    " ('策划编辑', 1),\n",
    " ('媒介专员', 1),\n",
    " ('新媒体运营负责人', 1)\n",
    "]\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render(\"title.html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "0efee646",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "\n",
    "words = job_title_words\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render(\"title02.html\")\n",
    ")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
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